In [1]:
import pandas as pd
import numpy as np
import operator
import time
import random
from scipy.io import arff
import matplotlib.pyplot as plt
import seaborn as sns
from sklearn.preprocessing import LabelEncoder
from sklearn.inspection import permutation_importance
from sklearn.preprocessing import MinMaxScaler
from sklearn.metrics import confusion_matrix
from sklearn.metrics import balanced_accuracy_score
from sklearn import metrics
pd.set_option('display.max_columns', None)
pd.set_option('display.max_rows', None)

from sklearn.model_selection import train_test_split
from sklearn.utils import resample
from imblearn.over_sampling import SMOTE
from sklearn.impute import KNNImputer
from sklearn.model_selection import GridSearchCV

from sklearn.linear_model import LogisticRegression
from sklearn.ensemble import RandomForestClassifier
from sklearn.ensemble import AdaBoostClassifier
from xgboost import XGBClassifier
from lightgbm import LGBMClassifier

Importing Datasets

In [2]:
year_1 = arff.loadarff("1year.arff")
year1 = pd.DataFrame(year_1[0])

year_2 = arff.loadarff("2year.arff")
year2 = pd.DataFrame(year_2[0])

year_3 = arff.loadarff("3year.arff")
year3 = pd.DataFrame(year_3[0])

year_4 = arff.loadarff("4year.arff")
year4 = pd.DataFrame(year_4[0])

year_5 = arff.loadarff("5year.arff")
year5 = pd.DataFrame(year_5[0])
In [3]:
 df_list = [year1,year2,year3,year4,year5]
for i in range(5):
    print("For Year "+str(i+1))
    display(df_list[i].head())
    print("---------------------------------------------------")
For Year 1
Attr1 Attr2 Attr3 Attr4 Attr5 Attr6 Attr7 Attr8 Attr9 Attr10 Attr11 Attr12 Attr13 Attr14 Attr15 Attr16 Attr17 Attr18 Attr19 Attr20 Attr21 Attr22 Attr23 Attr24 Attr25 Attr26 Attr27 Attr28 Attr29 Attr30 Attr31 Attr32 Attr33 Attr34 Attr35 Attr36 Attr37 Attr38 Attr39 Attr40 Attr41 Attr42 Attr43 Attr44 Attr45 Attr46 Attr47 Attr48 Attr49 Attr50 Attr51 Attr52 Attr53 Attr54 Attr55 Attr56 Attr57 Attr58 Attr59 Attr60 Attr61 Attr62 Attr63 Attr64 class
0 0.200550 0.37951 0.39641 2.0472 32.3510 0.38825 0.249760 1.33050 1.1389 0.50494 0.249760 0.65980 0.166600 0.249760 497.42 0.73378 2.6349 0.249760 0.149420 43.370 1.2479 0.21402 0.119980 0.47706 0.50494 0.60411 1.45820 1.7615 5.9443 0.11788 0.149420 94.14 3.8772 0.56393 0.21402 1.7410 593.2700 0.50591 0.128040 0.662950 0.051402 0.128040 114.42 71.050 1.00970 1.52250 49.394 0.185300 0.110850 2.0420 0.37854 0.25792 2.2437 2.2480 348690.0 0.121960 0.39718 0.87804 0.001924 8.4160 5.1372 82.658 4.4158 7.4277 b'0'
1 0.209120 0.49988 0.47225 1.9447 14.7860 0.00000 0.258340 0.99601 1.6996 0.49788 0.261140 0.51680 0.158350 0.258340 677.96 0.53838 2.0005 0.258340 0.152000 87.981 1.4293 0.24806 0.123040 NaN 0.39542 0.43992 88.44400 16.9460 3.6884 0.26969 0.152000 122.17 2.9876 2.98760 0.20616 1.6996 NaN 0.49788 0.121300 0.086422 0.064371 0.145950 199.49 111.510 0.51045 1.12520 100.130 0.237270 0.139610 1.9447 0.49988 0.33472 17.8660 17.8660 2304.6 0.121300 0.42002 0.85300 0.000000 4.1486 3.2732 107.350 3.4000 60.9870 b'0'
2 0.248660 0.69592 0.26713 1.5548 -1.1523 0.00000 0.309060 0.43695 1.3090 0.30408 0.312580 0.64184 0.244350 0.309060 794.16 0.45961 1.4369 0.309060 0.236100 73.133 1.4283 0.30260 0.189960 NaN 0.28932 0.37282 86.01100 1.0627 4.3749 0.41929 0.238150 176.93 2.0630 1.42740 0.31565 1.3090 2.3019 0.51537 0.241140 0.322020 0.074020 0.231170 165.51 92.381 0.94807 1.01010 96.372 0.291810 0.222930 1.0758 0.48152 0.48474 1.2098 2.0504 6332.7 0.241140 0.81774 0.76599 0.694840 4.9909 3.9510 134.270 2.7185 5.2078 b'0'
3 0.081483 0.30734 0.45879 2.4928 51.9520 0.14988 0.092704 1.86610 1.0571 0.57353 0.092704 0.30163 0.094257 0.092704 917.01 0.39803 3.2537 0.092704 0.071428 79.788 1.5069 0.11550 0.062782 0.17193 0.57353 0.36152 0.94076 1.9618 4.6511 0.14343 0.071428 91.37 3.9948 0.37581 0.11550 1.3562 NaN 0.57353 0.088995 0.401390 0.069622 0.088995 180.77 100.980 0.28720 1.56960 84.344 0.085874 0.066165 2.4928 0.30734 0.25033 2.4524 2.4524 20545.0 0.054015 0.14207 0.94598 0.000000 4.5746 3.6147 86.435 4.2228 5.5497 b'0'
4 0.187320 0.61323 0.22960 1.4063 -7.3128 0.18732 0.187320 0.63070 1.1559 0.38677 0.187320 0.33147 0.121820 0.187320 1133.20 0.32211 1.6307 0.187320 0.115530 57.045 NaN 0.19832 0.115530 0.18732 0.38677 0.32211 1.41380 1.1184 4.1424 0.27884 0.115530 147.04 2.4823 0.32340 0.19832 1.6278 11.2470 0.43489 0.122310 0.293040 0.096680 0.122310 141.62 84.574 0.73919 0.95787 65.936 0.188110 0.116010 1.2959 0.56511 0.40285 1.8839 2.1184 3186.6 0.134850 0.48431 0.86515 0.124440 6.3985 4.3158 127.210 2.8692 7.8980 b'0'
---------------------------------------------------
For Year 2
Attr1 Attr2 Attr3 Attr4 Attr5 Attr6 Attr7 Attr8 Attr9 Attr10 Attr11 Attr12 Attr13 Attr14 Attr15 Attr16 Attr17 Attr18 Attr19 Attr20 Attr21 Attr22 Attr23 Attr24 Attr25 Attr26 Attr27 Attr28 Attr29 Attr30 Attr31 Attr32 Attr33 Attr34 Attr35 Attr36 Attr37 Attr38 Attr39 Attr40 Attr41 Attr42 Attr43 Attr44 Attr45 Attr46 Attr47 Attr48 Attr49 Attr50 Attr51 Attr52 Attr53 Attr54 Attr55 Attr56 Attr57 Attr58 Attr59 Attr60 Attr61 Attr62 Attr63 Attr64 class
0 0.202350 0.46500 0.240380 1.5171 -14.547 0.510690 0.25366 0.91816 1.15190 0.42695 0.253660 0.545610 0.178650 0.25366 603.20 0.605110 2.1505 0.25366 0.161050 42.697 1.0806 0.223490 0.128480 0.63105 0.426950 0.494780 1.6345 0.815590 6.0038 0.22803 0.161050 124.100 2.94120 0.48063 0.223490 1.62580 5095.3000 0.42705 0.14190 0.464890 0.060856 0.14190 113.36 70.661 1.09830 1.12070 49.181 0.195770 0.12430 1.51670 0.46490 0.34000 1.4486 1.4490 242500.0 0.13184 0.473950 0.86816 0.00024 8.5487 5.16550 107.740 3.38790 5.3440 b'0'
1 0.030073 0.59563 0.186680 1.3382 -37.859 -0.000319 0.04167 0.67890 0.32356 0.40437 0.042199 0.075493 0.145630 0.04167 4613.90 0.079109 1.6789 0.04167 0.128780 239.120 NaN 0.042196 0.092943 NaN 0.029802 0.059639 79.7520 0.714320 4.0672 1.80520 0.128780 708.740 0.51499 0.47725 0.039298 0.32356 NaN 0.40437 0.12146 0.028211 0.416710 0.13041 815.69 576.570 0.14187 0.95419 272.170 0.036746 0.11357 1.24010 0.55197 1.94180 1.5473 1.5473 2179.5 0.12146 0.074369 0.87235 0.00000 1.5264 0.63305 622.660 0.58619 1.2381 b'0'
2 0.257860 0.29949 0.665190 3.2211 71.799 0.000000 0.31877 2.33200 1.67620 0.69841 0.324530 1.064400 0.197450 0.31877 330.29 1.105100 3.3390 0.31877 0.190170 84.246 1.1146 0.304660 0.153830 NaN 0.607750 0.901690 52.8860 18.836000 3.7415 0.14756 0.190210 78.101 4.67340 4.67340 0.276560 1.67620 NaN 0.69841 0.16499 0.179420 0.031507 0.18175 198.36 114.110 0.66649 1.92920 100.890 0.292470 0.17448 3.22110 0.29949 0.21398 19.7770 19.7770 3668.6 0.16499 0.369210 0.81614 0.00000 4.3325 3.19850 65.215 5.59690 47.4660 b'0'
3 0.227160 0.67850 0.042784 1.0828 -88.212 0.000000 0.28505 0.47384 1.32410 0.32150 0.381070 0.551560 0.227940 0.28505 820.52 0.444840 1.4738 0.28505 0.215270 69.778 1.2704 0.379470 0.171560 NaN 0.309750 0.359520 3.9521 0.097146 4.4738 0.48944 0.221940 201.670 1.80990 1.37860 0.388740 1.32410 1.9671 0.47729 0.29358 0.087377 0.057077 0.28658 141.81 72.028 0.89740 0.59298 98.777 0.362700 0.27392 0.82475 0.51680 0.55251 0.7300 1.0837 1273.8 0.29358 0.706570 0.78617 0.48456 5.2309 5.06750 142.460 2.56210 3.0066 b'0'
4 0.085443 0.38039 0.359230 1.9444 21.731 0.187900 0.10823 1.37140 1.11260 0.52167 0.108230 0.284520 0.089326 0.10823 997.01 0.366100 2.6289 0.10823 0.069422 63.995 1.3596 0.188340 0.054807 0.22602 0.521670 0.306200 1.3442 1.379700 4.7049 0.19682 0.069422 99.090 3.68350 0.49514 0.188340 1.63470 NaN 0.52167 0.12081 0.201730 0.057007 0.12081 155.20 91.204 0.31259 1.22580 71.204 0.157310 0.10091 1.94440 0.38039 0.27148 2.0035 2.0035 18209.0 0.10124 0.163790 0.89876 0.00000 5.7035 4.00200 89.058 4.09840 5.9874 b'0'
---------------------------------------------------
For Year 3
Attr1 Attr2 Attr3 Attr4 Attr5 Attr6 Attr7 Attr8 Attr9 Attr10 Attr11 Attr12 Attr13 Attr14 Attr15 Attr16 Attr17 Attr18 Attr19 Attr20 Attr21 Attr22 Attr23 Attr24 Attr25 Attr26 Attr27 Attr28 Attr29 Attr30 Attr31 Attr32 Attr33 Attr34 Attr35 Attr36 Attr37 Attr38 Attr39 Attr40 Attr41 Attr42 Attr43 Attr44 Attr45 Attr46 Attr47 Attr48 Attr49 Attr50 Attr51 Attr52 Attr53 Attr54 Attr55 Attr56 Attr57 Attr58 Attr59 Attr60 Attr61 Attr62 Attr63 Attr64 class
0 0.174190 0.41299 0.14371 1.3480 -28.9820 0.60383 0.219460 1.1225 1.1961 0.46359 0.219460 0.531390 0.142330 0.219460 592.24 0.61630 2.4213 0.219460 0.122720 37.573 0.99690 0.295100 0.097402 0.75641 0.46359 0.50669 1.97370 0.32417 5.9473 0.224930 0.122720 100.820 3.6203 0.71453 0.295100 1.8079 123140.0000 0.46359 0.165010 0.212820 0.041124 0.165010 95.682 58.109 0.946210 0.90221 44.941 0.260030 0.145400 1.3480 0.41299 0.27622 1.0457 1.0458 127280.0 0.163960 0.375740 0.83604 0.000007 9.7145 6.2813 84.291 4.3303 4.0341 b'0'
1 0.146240 0.46038 0.28230 1.6294 2.5952 0.00000 0.171850 1.1721 1.6018 0.53962 0.175790 0.383170 0.126470 0.171850 829.46 0.44004 2.1721 0.171850 0.107280 60.954 5.08890 0.175710 0.091295 NaN 0.17523 0.38442 44.59300 1.04860 4.0792 0.243840 0.109740 105.090 3.4733 3.38360 0.044076 1.6018 NaN 0.53962 0.027516 0.164060 0.074333 0.109690 149.750 88.801 0.546690 1.03300 62.678 0.144970 0.090503 1.5874 0.44849 0.28791 2.0044 2.0044 3387.8 0.027516 0.271000 0.90108 0.000000 5.9882 4.1103 102.190 3.5716 5.9500 b'0'
2 0.000595 0.22612 0.48839 3.1599 84.8740 0.19114 0.004572 2.9881 1.0077 0.67566 0.004572 0.020219 0.030966 0.004572 2094.10 0.17430 4.4225 0.004572 0.003592 53.881 0.67451 0.040610 0.000468 0.23470 0.67566 0.15672 0.32153 1.71070 4.6220 0.036196 0.003592 65.345 5.5857 0.17960 0.040610 1.3425 NaN 0.67566 0.031907 0.844690 0.098528 0.031907 150.130 96.251 0.003168 2.32900 54.296 0.005769 0.004533 3.1599 0.22612 0.17903 2.3667 2.3667 20453.0 0.007639 0.000881 0.99236 0.000000 6.7742 3.7922 64.846 5.6287 4.4581 b'0'
3 0.024526 0.43236 0.27546 1.7833 -10.1050 0.56944 0.024526 1.3057 1.0509 0.56453 0.024526 0.069747 0.036812 0.024526 3299.40 0.11063 2.3129 0.024526 0.018876 86.317 0.62795 0.055446 0.018876 0.56944 0.56453 0.11063 0.44844 0.73869 4.2600 0.286240 0.018876 103.810 3.5161 0.12824 0.055446 1.3068 3.9624 0.64524 0.042673 0.178260 0.180500 0.042673 158.550 72.237 0.079819 0.90954 90.707 0.032141 0.024737 1.4504 0.35164 0.28440 1.5139 1.7303 5012.6 0.048398 0.043445 0.95160 0.142980 4.2286 5.0528 98.783 3.6950 3.4844 b'0'
4 0.188290 0.41504 0.34231 1.9279 -58.2740 0.00000 0.233580 1.4094 1.3393 0.58496 0.238810 0.633170 0.187800 0.233580 602.31 0.60600 2.4094 0.233580 0.174410 140.860 1.20390 0.234930 0.140590 0.00000 0.57250 0.49687 44.94700 1.18530 4.6033 0.306910 0.177840 122.090 2.9897 2.65740 0.236350 1.3393 4.5490 0.62769 0.176480 0.013769 0.054712 0.175420 192.450 51.585 0.364290 0.52685 171.050 0.216990 0.162030 1.7136 0.36891 0.33449 2.0256 2.1735 13730.0 0.176480 0.321880 0.82635 0.073039 2.5912 7.0756 100.540 3.6303 4.6375 b'0'
---------------------------------------------------
For Year 4
Attr1 Attr2 Attr3 Attr4 Attr5 Attr6 Attr7 Attr8 Attr9 Attr10 Attr11 Attr12 Attr13 Attr14 Attr15 Attr16 Attr17 Attr18 Attr19 Attr20 Attr21 Attr22 Attr23 Attr24 Attr25 Attr26 Attr27 Attr28 Attr29 Attr30 Attr31 Attr32 Attr33 Attr34 Attr35 Attr36 Attr37 Attr38 Attr39 Attr40 Attr41 Attr42 Attr43 Attr44 Attr45 Attr46 Attr47 Attr48 Attr49 Attr50 Attr51 Attr52 Attr53 Attr54 Attr55 Attr56 Attr57 Attr58 Attr59 Attr60 Attr61 Attr62 Attr63 Attr64 class
0 0.159290 0.46240 0.07773 1.1683 -44.853 0.467020 0.189480 0.82895 1.1223 0.38330 0.189480 0.41025 0.155480 0.189480 771.49 0.47311 2.1626 0.189480 0.134660 46.838 1.03460 0.180820 0.113210 0.57607 0.383300 0.40783 1.44230 0.16882 6.0662 0.309150 0.134660 134.470 2.7144 0.39104 0.180820 1.4771 658.7000 0.38385 0.128510 0.167020 0.072354 0.128510 119.96 73.126 0.88223 0.77736 52.568 0.151530 0.107690 1.1669 0.46185 0.36840 0.83251 0.8337 90533.0 0.108990 0.41557 0.89101 0.001422 7.7928 4.9914 119.810 3.0465 3.0560 b'0'
1 -0.127430 0.46243 0.26917 1.7517 7.597 0.000925 -0.127430 1.16250 1.2944 0.53757 -0.123210 -0.35587 -0.069684 -0.127430 -1871.30 -0.19506 2.1625 -0.127430 -0.098443 67.186 0.65665 -0.080134 -0.098443 NaN 0.089142 -0.19506 -18.99600 0.72207 3.9891 0.347020 -0.095184 92.684 3.9381 3.04930 -0.115680 1.2944 4.8106 0.61842 -0.089372 0.042359 -0.359250 -0.061907 172.59 105.400 -0.53481 1.08630 61.674 -0.117360 -0.090667 1.3564 0.35807 0.25393 1.44210 1.6590 2624.9 -0.089372 -0.23704 1.06250 0.150410 5.4327 3.4629 100.970 3.6150 3.4725 b'0'
2 0.070488 0.23570 0.52781 3.2393 125.680 0.163670 0.086895 2.87180 1.0574 0.67689 0.086895 0.36866 0.104840 0.086895 725.64 0.50300 4.2426 0.086895 0.076840 51.358 0.99173 0.076618 0.062331 0.20835 0.676890 0.43339 0.71641 2.23180 4.6697 -0.024608 0.076840 80.443 4.5374 0.32506 0.076618 1.2007 NaN 0.67689 0.067752 1.145100 0.071564 0.067752 159.32 107.960 0.44299 2.56420 54.306 0.044954 0.039752 3.2393 0.23570 0.22039 2.86220 2.8622 24672.0 0.054286 0.10413 0.94571 0.000000 7.1070 3.3808 76.076 4.7978 4.7818 b'0'
3 0.136760 0.40538 0.31543 1.8705 19.115 0.504970 0.136760 1.45390 1.1144 0.58938 0.136760 0.37742 0.106900 0.136760 924.13 0.39496 2.4668 0.136760 0.091304 59.462 1.33550 0.144820 0.091304 0.50497 0.589380 0.39496 1.07750 0.97894 4.3239 0.218650 0.091304 98.398 3.7094 0.35724 0.144820 1.5064 10.0790 0.63242 0.096688 0.218530 0.079248 0.096688 145.87 86.408 0.56046 1.19710 66.263 0.121460 0.081094 1.6719 0.36235 0.26958 1.82910 1.9627 6649.9 0.102630 0.23203 0.89737 0.073024 6.1384 4.2241 88.299 4.1337 4.6484 b'0'
4 -0.110080 0.69793 0.18878 1.2713 -15.344 0.000000 -0.110080 0.43282 1.7350 0.30207 -0.103100 -0.15820 0.088289 -0.110080 1663.00 0.21948 1.4328 -0.110080 -0.063446 19.414 1.03080 0.000000 -0.063446 NaN 0.230240 0.21948 0.00000 1.63600 3.8426 0.376720 -0.133340 261.350 1.3966 1.39240 0.050620 1.7350 NaN 0.30207 0.029176 0.245800 0.088371 0.000000 150.12 130.710 -1.19280 1.13870 34.660 -0.263260 -0.151730 1.2675 0.69583 0.71602 2.61780 2.6178 1314.0 0.439880 -0.36440 0.57153 0.000000 18.8010 2.7925 146.390 2.4934 15.0360 b'0'
---------------------------------------------------
For Year 5
Attr1 Attr2 Attr3 Attr4 Attr5 Attr6 Attr7 Attr8 Attr9 Attr10 Attr11 Attr12 Attr13 Attr14 Attr15 Attr16 Attr17 Attr18 Attr19 Attr20 Attr21 Attr22 Attr23 Attr24 Attr25 Attr26 Attr27 Attr28 Attr29 Attr30 Attr31 Attr32 Attr33 Attr34 Attr35 Attr36 Attr37 Attr38 Attr39 Attr40 Attr41 Attr42 Attr43 Attr44 Attr45 Attr46 Attr47 Attr48 Attr49 Attr50 Attr51 Attr52 Attr53 Attr54 Attr55 Attr56 Attr57 Attr58 Attr59 Attr60 Attr61 Attr62 Attr63 Attr64 class
0 0.088238 0.55472 0.01134 1.0205 -66.5200 0.342040 0.109490 0.57752 1.0881 0.32036 0.109490 0.197600 0.096885 0.109490 1475.20 0.247420 1.8027 0.109490 0.077287 50.199 1.15740 0.135230 0.062287 0.41949 0.320360 0.209120 1.03870 0.026093 6.1267 0.377880 0.077287 155.330 2.3498 0.24377 0.135230 1.4493 571.3700 0.32101 0.095457 0.128790 0.111890 0.095457 127.30 77.096 0.452890 0.66883 54.621 0.107460 0.075859 1.01930 0.55407 0.42557 0.73717 0.73866 15182.0000 0.080955 0.275430 0.91905 0.002024 7.2711 4.7343 142.760 2.5568 3.2597 b'0'
1 -0.006202 0.48465 0.23298 1.5998 6.1825 0.000000 -0.006202 1.06340 1.2757 0.51535 0.001329 -0.015967 0.037544 -0.006202 3693.40 0.098825 2.0634 -0.006202 -0.004862 59.923 1.01580 0.001289 -0.004862 NaN 0.080285 0.098825 0.17118 0.615450 4.0022 0.363810 0.000778 108.050 3.3779 2.70750 -0.036475 1.2757 5.2519 0.59380 -0.028591 0.057810 0.291670 0.001011 171.38 111.450 -0.029614 1.06060 58.258 -0.052809 -0.041395 1.28230 0.38846 0.29604 1.36140 1.56860 2341.8000 -0.028591 -0.012035 1.00470 0.152220 6.0911 3.2749 111.140 3.2841 3.3700 b'0'
2 0.130240 0.22142 0.57751 3.6082 120.0400 0.187640 0.162120 3.05900 1.1415 0.67731 0.162120 0.732180 0.165680 0.162120 431.75 0.845390 4.5164 0.162120 0.143490 41.508 1.23620 0.145860 0.115280 0.23566 0.677310 0.701430 1.47370 2.872100 4.7622 0.050069 0.143490 81.653 4.4701 0.65878 0.145860 1.1698 NaN 0.67731 0.129100 1.319600 0.042587 0.129100 163.71 122.200 1.013700 3.02800 47.382 0.120800 0.106920 3.60820 0.22142 0.22371 3.36840 3.36840 33401.0000 0.123960 0.192290 0.87604 0.000000 8.7934 2.9870 71.531 5.1027 5.6188 b'0'
3 -0.089951 0.88700 0.26927 1.5222 -55.9920 -0.073957 -0.089951 0.12740 1.2754 0.11300 -0.080792 -0.174450 0.084038 -0.089951 3020.50 0.120840 1.1274 -0.089951 -0.070525 47.698 1.09420 0.000000 -0.070525 NaN 0.064737 0.120840 0.00000 1.251900 4.0153 0.657790 -0.138650 253.910 1.4375 0.83567 0.014027 1.2754 1.9005 0.43830 0.010998 0.456220 0.149980 0.000000 157.30 109.600 -0.539690 1.19900 82.073 -0.197140 -0.154560 0.88491 0.51564 0.69565 0.52538 2.03780 2789.6000 0.418840 -0.796020 0.59074 2.878700 7.6524 3.3302 147.560 2.4735 5.9299 b'0'
4 0.048179 0.55041 0.10765 1.2437 -22.9590 0.000000 0.059280 0.81682 1.5150 0.44959 0.091990 0.134190 0.055575 0.059280 2386.10 0.152970 1.8168 0.059280 0.039129 36.074 0.99455 0.067616 0.031802 0.00000 0.429200 0.132800 2.06710 0.238910 5.8823 0.363310 0.039129 140.120 2.6583 2.13360 0.364200 1.5150 6.3783 0.51225 0.240400 0.067283 0.198280 0.044632 125.21 89.134 0.321770 0.90475 46.538 0.042701 0.028186 0.99819 0.44176 0.37618 0.99779 1.13690 1.2437 0.240400 0.107160 0.77048 0.139380 10.1180 4.0950 106.430 3.4294 3.3622 b'0'
---------------------------------------------------

Data Cleaning

In [4]:
 df_list = [year1,year2,year3,year4,year5]
for i in range(5):
    print("For Year "+str(i+1))
    print(df_list[i]['class'].unique())
    print("---------------------------")
For Year 1
[b'0' b'1']
---------------------------
For Year 2
[b'0' b'1']
---------------------------
For Year 3
[b'0' b'1']
---------------------------
For Year 4
[b'0' b'1']
---------------------------
For Year 5
[b'0' b'1']
---------------------------
In [5]:
df_list = [year1,year2,year3,year4,year5]
for df in df_list:
    le = LabelEncoder()
    df['class'] = le.fit_transform(df['class'])
In [6]:
 df_list = [year1,year2,year3,year4,year5]
for i in range(5):
    print("For Year "+str(i+1))
    print(df_list[i]['class'].unique())
    print("---------------------------")
For Year 1
[0 1]
---------------------------
For Year 2
[0 1]
---------------------------
For Year 3
[0 1]
---------------------------
For Year 4
[0 1]
---------------------------
For Year 5
[0 1]
---------------------------
In [7]:
 df_list = [year1,year2,year3,year4,year5]

for df in df_list:
    print(df.shape)
    print("----------------")
(7027, 65)
----------------
(10173, 65)
----------------
(10503, 65)
----------------
(9792, 65)
----------------
(5910, 65)
----------------
In [8]:
 df_list = [year1,year2,year3,year4,year5]

for i in range(5):
    print("For Year "+str(i+1))
    print("\n")
    print(df_list[i].isna().sum())
    print("-----------------------------------\n")
For Year 1


Attr1        3
Attr2        3
Attr3        3
Attr4       30
Attr5        8
Attr6        3
Attr7        3
Attr8       25
Attr9        1
Attr10       3
Attr11      39
Attr12      30
Attr13       0
Attr14       3
Attr15       2
Attr16      25
Attr17      25
Attr18       3
Attr19       0
Attr20       0
Attr21    1622
Attr22       3
Attr23       0
Attr24     124
Attr25       3
Attr26      25
Attr27     311
Attr28      34
Attr29       3
Attr30       0
Attr31       0
Attr32      38
Attr33      30
Attr34      25
Attr35       3
Attr36       3
Attr37    2740
Attr38       3
Attr39       0
Attr40      30
Attr41      84
Attr42       0
Attr43       0
Attr44       0
Attr45     134
Attr46      31
Attr47      29
Attr48       3
Attr49       0
Attr50      25
Attr51       3
Attr52      29
Attr53      34
Attr54      34
Attr55       0
Attr56       0
Attr57       1
Attr58       0
Attr59       1
Attr60     135
Attr61      22
Attr62       0
Attr63      30
Attr64      34
class        0
dtype: int64
-----------------------------------

For Year 2


Attr1        1
Attr2        1
Attr3        1
Attr4       22
Attr5       24
Attr6        1
Attr7        1
Attr8       18
Attr9        4
Attr10       1
Attr11       1
Attr12      22
Attr13      63
Attr14       1
Attr15      12
Attr16      19
Attr17      18
Attr18       1
Attr19      64
Attr20      63
Attr21    3164
Attr22       1
Attr23      63
Attr24     225
Attr25       1
Attr26      19
Attr27     706
Attr28     212
Attr29       1
Attr30      63
Attr31      63
Attr32      87
Attr33      22
Attr34      18
Attr35       1
Attr36       1
Attr37    4518
Attr38       1
Attr39      63
Attr40      22
Attr41     197
Attr42      63
Attr43      63
Attr44      63
Attr45     541
Attr46      22
Attr47      74
Attr48       2
Attr49      63
Attr50      18
Attr51       1
Attr52      74
Attr53     212
Attr54     212
Attr55       1
Attr56      63
Attr57       2
Attr58      39
Attr59       2
Attr60     543
Attr61      16
Attr62      63
Attr63      22
Attr64     212
class        0
dtype: int64
-----------------------------------

For Year 3


Attr1        0
Attr2        0
Attr3        0
Attr4       18
Attr5       25
Attr6        0
Attr7        0
Attr8       14
Attr9        3
Attr10       0
Attr11       0
Attr12      18
Attr13      43
Attr14       0
Attr15       8
Attr16      14
Attr17      14
Attr18       0
Attr19      43
Attr20      43
Attr21     807
Attr22       0
Attr23      43
Attr24     227
Attr25       0
Attr26      14
Attr27     715
Attr28     228
Attr29       0
Attr30      43
Attr31      43
Attr32     101
Attr33      18
Attr34      14
Attr35       0
Attr36       0
Attr37    4736
Attr38       0
Attr39      43
Attr40      18
Attr41     202
Attr42      43
Attr43      43
Attr44      43
Attr45     591
Attr46      18
Attr47      86
Attr48       0
Attr49      43
Attr50      14
Attr51       0
Attr52      86
Attr53     228
Attr54     228
Attr55       0
Attr56      43
Attr57       0
Attr58      29
Attr59       0
Attr60     592
Attr61      17
Attr62      43
Attr63      18
Attr64     228
class        0
dtype: int64
-----------------------------------

For Year 4


Attr1        1
Attr2        1
Attr3        1
Attr4       43
Attr5       21
Attr6        1
Attr7        1
Attr8       19
Attr9        0
Attr10       1
Attr11       1
Attr12      43
Attr13      21
Attr14       1
Attr15       8
Attr16      19
Attr17      19
Attr18       1
Attr19      21
Attr20      21
Attr21     158
Attr22       1
Attr23      21
Attr24     211
Attr25       1
Attr26      19
Attr27     641
Attr28     231
Attr29       1
Attr30      21
Attr31      21
Attr32      96
Attr33      43
Attr34      19
Attr35       1
Attr36       1
Attr37    4442
Attr38       1
Attr39      21
Attr40      43
Attr41     187
Attr42      21
Attr43      21
Attr44      21
Attr45     613
Attr46      43
Attr47      73
Attr48       1
Attr49      21
Attr50      19
Attr51       1
Attr52      76
Attr53     231
Attr54     231
Attr55       0
Attr56      21
Attr57       1
Attr58      16
Attr59       1
Attr60     614
Attr61      32
Attr62      21
Attr63      43
Attr64     231
class        0
dtype: int64
-----------------------------------

For Year 5


Attr1        3
Attr2        3
Attr3        3
Attr4       21
Attr5       11
Attr6        3
Attr7        3
Attr8       18
Attr9        1
Attr10       3
Attr11       3
Attr12      21
Attr13       0
Attr14       3
Attr15       6
Attr16      18
Attr17      18
Attr18       3
Attr19       0
Attr20       0
Attr21     103
Attr22       3
Attr23       0
Attr24     135
Attr25       3
Attr26      18
Attr27     391
Attr28     107
Attr29       3
Attr30       0
Attr31       0
Attr32      46
Attr33      21
Attr34      18
Attr35       3
Attr36       3
Attr37    2548
Attr38       3
Attr39       0
Attr40      21
Attr41      84
Attr42       0
Attr43       0
Attr44       0
Attr45     268
Attr46      21
Attr47      35
Attr48       3
Attr49       0
Attr50      18
Attr51       3
Attr52      36
Attr53     107
Attr54     107
Attr55       0
Attr56       0
Attr57       3
Attr58       0
Attr59       3
Attr60     268
Attr61      15
Attr62       0
Attr63      21
Attr64     107
class        0
dtype: int64
-----------------------------------

In [9]:
i1 = KNNImputer(n_neighbors = 3)
df1 = pd.DataFrame(i1.fit_transform(year1),columns = year1.columns)

i2 = KNNImputer(n_neighbors = 3)
df2 = pd.DataFrame(i2.fit_transform(year2),columns = year2.columns)

i3 = KNNImputer(n_neighbors = 3)
df3 = pd.DataFrame(i3.fit_transform(year3),columns = year3.columns)

i4 = KNNImputer(n_neighbors = 3)
df4 = pd.DataFrame(i4.fit_transform(year4),columns = year4.columns)

i5 = KNNImputer(n_neighbors = 3)
df5 = pd.DataFrame(i5.fit_transform(year5),columns = year5.columns)
In [10]:
df_list = [df1,df2,df3,df4,df5]

for i in range(5):
    print("For Year "+str(i+1))
    print("\n")
    print(df_list[i].isna().sum())
    print("-----------------------------------\n")
For Year 1


Attr1     0
Attr2     0
Attr3     0
Attr4     0
Attr5     0
Attr6     0
Attr7     0
Attr8     0
Attr9     0
Attr10    0
Attr11    0
Attr12    0
Attr13    0
Attr14    0
Attr15    0
Attr16    0
Attr17    0
Attr18    0
Attr19    0
Attr20    0
Attr21    0
Attr22    0
Attr23    0
Attr24    0
Attr25    0
Attr26    0
Attr27    0
Attr28    0
Attr29    0
Attr30    0
Attr31    0
Attr32    0
Attr33    0
Attr34    0
Attr35    0
Attr36    0
Attr37    0
Attr38    0
Attr39    0
Attr40    0
Attr41    0
Attr42    0
Attr43    0
Attr44    0
Attr45    0
Attr46    0
Attr47    0
Attr48    0
Attr49    0
Attr50    0
Attr51    0
Attr52    0
Attr53    0
Attr54    0
Attr55    0
Attr56    0
Attr57    0
Attr58    0
Attr59    0
Attr60    0
Attr61    0
Attr62    0
Attr63    0
Attr64    0
class     0
dtype: int64
-----------------------------------

For Year 2


Attr1     0
Attr2     0
Attr3     0
Attr4     0
Attr5     0
Attr6     0
Attr7     0
Attr8     0
Attr9     0
Attr10    0
Attr11    0
Attr12    0
Attr13    0
Attr14    0
Attr15    0
Attr16    0
Attr17    0
Attr18    0
Attr19    0
Attr20    0
Attr21    0
Attr22    0
Attr23    0
Attr24    0
Attr25    0
Attr26    0
Attr27    0
Attr28    0
Attr29    0
Attr30    0
Attr31    0
Attr32    0
Attr33    0
Attr34    0
Attr35    0
Attr36    0
Attr37    0
Attr38    0
Attr39    0
Attr40    0
Attr41    0
Attr42    0
Attr43    0
Attr44    0
Attr45    0
Attr46    0
Attr47    0
Attr48    0
Attr49    0
Attr50    0
Attr51    0
Attr52    0
Attr53    0
Attr54    0
Attr55    0
Attr56    0
Attr57    0
Attr58    0
Attr59    0
Attr60    0
Attr61    0
Attr62    0
Attr63    0
Attr64    0
class     0
dtype: int64
-----------------------------------

For Year 3


Attr1     0
Attr2     0
Attr3     0
Attr4     0
Attr5     0
Attr6     0
Attr7     0
Attr8     0
Attr9     0
Attr10    0
Attr11    0
Attr12    0
Attr13    0
Attr14    0
Attr15    0
Attr16    0
Attr17    0
Attr18    0
Attr19    0
Attr20    0
Attr21    0
Attr22    0
Attr23    0
Attr24    0
Attr25    0
Attr26    0
Attr27    0
Attr28    0
Attr29    0
Attr30    0
Attr31    0
Attr32    0
Attr33    0
Attr34    0
Attr35    0
Attr36    0
Attr37    0
Attr38    0
Attr39    0
Attr40    0
Attr41    0
Attr42    0
Attr43    0
Attr44    0
Attr45    0
Attr46    0
Attr47    0
Attr48    0
Attr49    0
Attr50    0
Attr51    0
Attr52    0
Attr53    0
Attr54    0
Attr55    0
Attr56    0
Attr57    0
Attr58    0
Attr59    0
Attr60    0
Attr61    0
Attr62    0
Attr63    0
Attr64    0
class     0
dtype: int64
-----------------------------------

For Year 4


Attr1     0
Attr2     0
Attr3     0
Attr4     0
Attr5     0
Attr6     0
Attr7     0
Attr8     0
Attr9     0
Attr10    0
Attr11    0
Attr12    0
Attr13    0
Attr14    0
Attr15    0
Attr16    0
Attr17    0
Attr18    0
Attr19    0
Attr20    0
Attr21    0
Attr22    0
Attr23    0
Attr24    0
Attr25    0
Attr26    0
Attr27    0
Attr28    0
Attr29    0
Attr30    0
Attr31    0
Attr32    0
Attr33    0
Attr34    0
Attr35    0
Attr36    0
Attr37    0
Attr38    0
Attr39    0
Attr40    0
Attr41    0
Attr42    0
Attr43    0
Attr44    0
Attr45    0
Attr46    0
Attr47    0
Attr48    0
Attr49    0
Attr50    0
Attr51    0
Attr52    0
Attr53    0
Attr54    0
Attr55    0
Attr56    0
Attr57    0
Attr58    0
Attr59    0
Attr60    0
Attr61    0
Attr62    0
Attr63    0
Attr64    0
class     0
dtype: int64
-----------------------------------

For Year 5


Attr1     0
Attr2     0
Attr3     0
Attr4     0
Attr5     0
Attr6     0
Attr7     0
Attr8     0
Attr9     0
Attr10    0
Attr11    0
Attr12    0
Attr13    0
Attr14    0
Attr15    0
Attr16    0
Attr17    0
Attr18    0
Attr19    0
Attr20    0
Attr21    0
Attr22    0
Attr23    0
Attr24    0
Attr25    0
Attr26    0
Attr27    0
Attr28    0
Attr29    0
Attr30    0
Attr31    0
Attr32    0
Attr33    0
Attr34    0
Attr35    0
Attr36    0
Attr37    0
Attr38    0
Attr39    0
Attr40    0
Attr41    0
Attr42    0
Attr43    0
Attr44    0
Attr45    0
Attr46    0
Attr47    0
Attr48    0
Attr49    0
Attr50    0
Attr51    0
Attr52    0
Attr53    0
Attr54    0
Attr55    0
Attr56    0
Attr57    0
Attr58    0
Attr59    0
Attr60    0
Attr61    0
Attr62    0
Attr63    0
Attr64    0
class     0
dtype: int64
-----------------------------------

In [11]:
 df_list = [df1,df2,df3,df4,df5]
for i in range(5):
    print("For df"+str(i+1))
    display(df_list[i].describe())
    print(df_list[i].shape)
    print("--------------------------------------------------------------")
For df1
Attr1 Attr2 Attr3 Attr4 Attr5 Attr6 Attr7 Attr8 Attr9 Attr10 Attr11 Attr12 Attr13 Attr14 Attr15 Attr16 Attr17 Attr18 Attr19 Attr20 Attr21 Attr22 Attr23 Attr24 Attr25 Attr26 Attr27 Attr28 Attr29 Attr30 Attr31 Attr32 Attr33 Attr34 Attr35 Attr36 Attr37 Attr38 Attr39 Attr40 Attr41 Attr42 Attr43 Attr44 Attr45 Attr46 Attr47 Attr48 Attr49 Attr50 Attr51 Attr52 Attr53 Attr54 Attr55 Attr56 Attr57 Attr58 Attr59 Attr60 Attr61 Attr62 Attr63 Attr64 class
count 7027.000000 7027.000000 7027.000000 7027.000000 7.027000e+03 7027.000000 7027.000000 7027.000000 7027.000000 7027.000000 7027.000000 7027.000000 7027.000000 7027.000000 7.027000e+03 7027.000000 7027.000000 7027.000000 7027.000000 7.027000e+03 7027.000000 7027.000000 7027.000000 7027.000000 7027.000000 7027.000000 7.027000e+03 7027.000000 7027.000000 7027.000000 7027.000000 7027.000000 7027.000000 7027.000000 7027.000000 7027.000000 7027.000000 7027.000000 7027.000000 7027.000000 7027.000000 7027.000000 7.027000e+03 7.027000e+03 7027.000000 7027.000000 7027.000000 7027.000000 7027.000000 7027.000000 7027.000000 7027.000000 7027.000000 7027.000000 7.027000e+03 7.027000e+03 7027.000000 7.027000e+03 7027.000000 7.027000e+03 7027.000000 7.027000e+03 7027.000000 7027.000000 7027.000000
mean 0.034702 0.560143 0.119984 2.858589 -2.634531e+02 0.059724 0.313804 2.840149 5.552402 1.825311 0.352565 0.810853 2.093345 0.313804 1.802823e+03 0.880870 3.967678 0.313804 0.462392 1.162128e+03 16.568542 0.288099 0.423610 0.535647 1.264121 0.841227 1.402877e+03 2.699944 4.194733 23.568949 0.473717 244.395189 7.609975 4.097935 0.306804 5.899189 182.864171 1.911370 0.269342 0.981715 0.602463 0.263638 4.588504e+03 3.426404e+03 -29.226782 2.011187 89.005497 0.148639 -1.367363 2.255211 0.467610 0.603288 99.855197 100.772363 8.855693e+03 -1.577367e+02 0.193245 1.587409e+02 0.277790 4.280037e+02 15.629620 4.763202e+03 8.602747 212.268622 0.038566
std 4.564530 5.348943 5.274334 13.967599 3.705350e+04 6.049821 8.351491 19.174494 101.988197 33.829237 8.634736 5.309450 159.699448 8.351491 8.391038e+04 5.589379 19.957942 8.351491 30.646874 9.315822e+04 455.988265 8.335413 29.742101 13.381478 28.970780 7.770583 3.541817e+04 27.371023 0.677720 1826.847970 30.647711 4857.362008 19.321783 18.509343 7.563541 101.973850 5509.359359 33.828570 27.064231 12.932990 13.752533 27.071123 3.627309e+05 2.696211e+05 3059.369005 13.218663 1140.039523 7.791893 107.717867 6.675233 5.277821 8.627981 2781.818271 2796.005456 7.247527e+04 1.322125e+04 4.343737 1.322124e+04 6.338699 2.587606e+04 261.145185 3.107835e+05 21.992774 5141.363789 0.192571
min -256.890000 -72.162000 -440.500000 0.000000 -2.722100e+06 -397.890000 -189.560000 -141.410000 0.000005 -440.550000 -189.450000 -23.207000 -607.420000 -189.560000 -5.611900e+06 -42.322000 -0.412920 -189.560000 -622.060000 0.000000e+00 -1325.000000 -216.800000 -634.590000 -189.560000 -459.560000 -21.793000 -1.479000e+04 -490.090000 0.176090 -149.070000 -622.060000 0.000000 0.000000 -280.260000 -169.470000 0.000005 -525.520000 -440.550000 -701.630000 -101.270000 -77.791000 -701.630000 0.000000e+00 0.000000e+00 -256230.000000 -101.260000 0.000000 -218.420000 -9001.000000 0.000000 0.000000 0.000000 -130.470000 -122.030000 -8.004700e+05 -1.108300e+06 -315.370000 -4.194000e-03 -327.970000 4.700000e-05 0.000016 0.000000e+00 0.000015 0.000010 0.000000
25% 0.021208 0.296305 0.026946 1.063900 -4.449800e+01 0.000000 0.028037 0.447340 1.037250 0.300900 0.037774 0.063436 0.038073 0.028037 3.436150e+02 0.123100 1.469450 0.028037 0.014812 1.708300e+01 1.036500 0.020368 0.011253 0.049799 0.195300 0.110560 2.361750e-01 0.051166 3.720850 0.094681 0.019233 48.292000 3.055250 0.248275 0.023115 1.265000 1.954245 0.419445 0.012786 0.052500 0.034933 0.011540 6.525600e+01 3.387300e+01 0.102055 0.611255 18.319500 -0.016986 -0.009992 0.806565 0.216120 0.132120 0.715670 0.973340 9.712000e+01 2.031450e-02 0.056814 8.647650e-01 0.000000 5.967550e+00 4.834250 4.322250e+01 3.432500 2.542300 0.000000
50% 0.075803 0.482900 0.181200 1.504300 -5.373900e+00 0.000000 0.090170 1.019300 1.206000 0.492270 0.101980 0.250310 0.080830 0.090170 9.260300e+02 0.312940 2.067200 0.090170 0.049966 3.561200e+01 1.146860 0.087133 0.042097 0.165690 0.398210 0.277430 1.301700e+00 0.446090 4.133500 0.207130 0.056637 76.165000 4.790300 1.735700 0.086126 1.810100 5.350300 0.591800 0.046948 0.158050 0.088864 0.047783 9.461200e+01 5.180000e+01 0.414180 0.966910 39.245000 0.042190 0.022759 1.190500 0.359550 0.208240 1.186400 1.363700 1.604800e+03 6.338200e-02 0.175820 9.388100e-01 0.028424 1.017700e+01 7.043500 6.850900e+01 5.326300 4.642200 0.000000
75% 0.160275 0.680170 0.362585 2.472450 3.777050e+01 0.146660 0.188675 2.278450 2.133150 0.675770 0.201285 0.696130 0.144955 0.188675 2.166050e+03 0.744095 3.366100 0.188675 0.104500 6.070100e+01 1.286850 0.185180 0.088314 0.337815 0.604045 0.665320 6.656800e+00 1.296400 4.603200 0.365635 0.114970 119.325000 7.538100 4.187600 0.189700 2.604350 20.052467 0.743635 0.103375 0.523775 0.205660 0.102165 1.304150e+02 7.550250e+01 1.190700 1.665550 69.039500 0.142665 0.075464 1.973650 0.539000 0.326175 2.043300 2.178550 5.955900e+03 1.376950e-01 0.351895 9.820150e-01 0.273595 2.049550e+01 10.702500 1.063350e+02 8.410450 9.792750 0.000000
max 94.280000 441.500000 1.000000 1017.800000 9.909000e+05 303.670000 453.770000 1452.200000 3876.100000 1099.500000 453.780000 331.460000 13315.000000 453.770000 3.599100e+06 405.330000 1529.900000 453.770000 2156.800000 7.809200e+06 27900.000000 454.640000 2156.800000 831.660000 1353.300000 612.880000 2.040800e+06 1570.000000 9.386100 152860.000000 2156.800000 351630.000000 884.200000 884.200000 445.470000 3876.100000 398920.000000 1099.500000 2156.500000 1014.600000 813.140000 2156.800000 3.039300e+07 2.258400e+07 5986.800000 1017.800000 62233.000000 405.590000 31.639000 261.500000 441.500000 453.960000 180440.000000 180440.000000 4.398400e+06 1.000000e+00 126.670000 1.108300e+06 119.580000 2.137800e+06 21110.000000 2.501600e+07 1042.200000 294770.000000 1.000000
(7027, 65)
--------------------------------------------------------------
For df2
Attr1 Attr2 Attr3 Attr4 Attr5 Attr6 Attr7 Attr8 Attr9 Attr10 Attr11 Attr12 Attr13 Attr14 Attr15 Attr16 Attr17 Attr18 Attr19 Attr20 Attr21 Attr22 Attr23 Attr24 Attr25 Attr26 Attr27 Attr28 Attr29 Attr30 Attr31 Attr32 Attr33 Attr34 Attr35 Attr36 Attr37 Attr38 Attr39 Attr40 Attr41 Attr42 Attr43 Attr44 Attr45 Attr46 Attr47 Attr48 Attr49 Attr50 Attr51 Attr52 Attr53 Attr54 Attr55 Attr56 Attr57 Attr58 Attr59 Attr60 Attr61 Attr62 Attr63 Attr64 class
count 10173.000000 10173.000000 10173.000000 10173.000000 10173.000000 10173.000000 10173.000000 10173.000000 10173.000000 10173.000000 10173.000000 10173.000000 10173.000000 10173.000000 1.017300e+04 10173.000000 10173.000000 10173.000000 10173.000000 10173.000000 10173.000000 10173.000000 10173.000000 10173.000000 10173.000000 10173.000000 1.017300e+04 10173.000000 10173.000000 10173.000000 10173.000000 1.017300e+04 10173.000000 10173.000000 10173.000000 10173.000000 10173.000000 10173.000000 10173.000000 10173.000000 10173.000000 10173.000000 1.017300e+04 1.017300e+04 10173.000000 10173.000000 1.017300e+04 10173.000000 10173.000000 10173.000000 10173.00000 10173.000000 10173.000000 10173.000000 1.017300e+04 10173.000000 10173.000000 10173.000000 10173.000000 10173.000000 10173.000000 1.017300e+04 10173.000000 10173.000000 10173.000000
mean 0.043080 0.646911 0.070892 4.480836 -144.897065 -0.111553 0.122101 10.729253 2.866637 0.344373 0.158959 0.950064 0.975768 0.122109 6.474460e+02 1.310076 11.802770 0.128163 0.537829 72.485048 2.740930 0.147818 0.552750 0.238646 0.168083 1.079956 1.348780e+03 5.215667 3.930840 9.543069 0.551361 2.033138e+03 10.262906 7.267296 0.140553 3.111930 92.102685 0.441370 -0.340315 2.233272 0.784363 -0.300456 4.232270e+02 3.507429e+02 22.122334 3.615249 7.214369e+02 0.068597 -0.377727 5.445337 0.52762 5.570864 22.549975 22.920621 6.086783e+03 -1.703976 -0.043517 12.778460 3.034142 367.493814 16.909767 9.240253e+02 11.216077 67.976605 0.039320
std 1.111974 6.615082 6.606171 56.493540 7802.988199 6.567765 6.532168 294.911782 96.655596 6.655517 6.814637 24.625212 100.387578 6.532168 5.089753e+04 26.671740 294.974008 6.560615 93.149564 1009.372169 83.985719 6.809212 92.986629 6.569483 7.007818 20.653971 4.450505e+04 128.564994 0.830779 634.345893 93.288939 1.722695e+05 218.723760 219.330393 6.253292 96.654541 1131.371050 6.653239 16.896866 54.309670 24.503883 16.487335 1.655661e+04 1.639603e+04 1167.464745 56.241321 6.036740e+04 6.254576 16.729438 191.439109 6.61111 471.956027 1003.032853 1005.026275 6.597947e+04 95.791913 12.250446 631.853169 238.162242 11983.919013 295.539764 4.358556e+04 233.666867 1678.822454 0.194364
min -75.331000 0.000000 -479.960000 0.002079 -438250.000000 -508.410000 -75.331000 -1.594500 -0.612590 -479.910000 -65.624000 -455.590000 -1317.600000 -75.331000 -2.132900e+06 -214.670000 0.000000 -75.331000 -1325.600000 0.000000 0.000000 -65.624000 -1325.600000 -75.331000 -500.930000 -214.670000 -1.571600e+05 -3829.900000 -0.886060 -380.550000 -1325.600000 -1.647800e+02 -19.197000 -309.000000 -61.455000 -0.000857 -89.392000 -479.910000 -1395.800000 -12.545000 -1234.400000 -1395.800000 -4.853200e+04 -4.853200e+04 -2686.000000 -8.242900 -9.611000e+01 -70.287000 -1403.800000 0.002079 0.00000 -0.451460 -3828.900000 -3828.900000 -1.805200e+06 -8534.600000 -979.250000 -4.549700 -189.580000 0.000000 -0.007521 -9.921400e+02 -0.367890 -10677.000000 0.000000
25% 0.000368 0.277650 0.012133 1.030100 -50.174000 0.000000 0.001985 0.393950 1.026100 0.277510 0.013033 0.004599 0.018803 0.001985 1.663500e+02 0.061702 1.418100 0.001985 0.001211 13.656000 0.734567 0.000000 0.000287 0.019103 0.129020 0.055168 2.561800e-02 0.024802 3.412700 0.078326 0.003607 4.437800e+01 2.839800 0.377420 0.006339 1.159800 1.671467 0.406900 0.004187 0.054285 0.025396 0.000000 6.160100e+01 3.270984e+01 0.002315 0.580740 1.418700e+01 -0.039447 -0.025284 0.752040 0.19443 0.121220 0.657420 0.939650 5.720000e+00 0.010397 0.009951 0.871270 0.000000 5.727300 4.694300 4.005900e+01 3.100200 2.287100 0.000000
50% 0.049523 0.487330 0.189730 1.526900 -1.942100 0.000000 0.060060 1.007500 1.285000 0.490930 0.081601 0.168050 0.065997 0.060078 7.550200e+02 0.245040 2.052000 0.060078 0.034446 33.154000 0.952290 0.067639 0.028483 0.144260 0.356910 0.218620 1.151100e+00 0.456800 3.931600 0.211860 0.042000 7.726600e+01 4.700900 2.181200 0.065249 1.731400 4.919933 0.603870 0.037641 0.174160 0.083546 0.038862 9.434100e+01 5.186600e+01 0.282030 1.001900 3.601300e+01 0.022634 0.012912 1.193100 0.35158 0.211050 1.187000 1.368100 8.331200e+02 0.055404 0.126160 0.949430 0.004806 10.542000 6.984200 6.951900e+01 5.199600 4.535200 0.000000
75% 0.141100 0.705030 0.400350 2.753500 51.333000 0.074718 0.165850 2.534300 2.256400 0.703270 0.186320 0.632730 0.132580 0.165850 2.130600e+03 0.716480 3.599500 0.165910 0.092443 61.792000 1.099400 0.165570 0.078799 0.346070 0.590450 0.640290 5.935500e+00 1.501300 4.455000 0.403150 0.103390 1.274600e+02 8.199600 4.963200 0.165720 2.573000 18.624000 0.768840 0.094307 0.654330 0.206170 0.096021 1.357000e+02 7.715400e+01 1.087500 1.884500 6.914400e+01 0.121940 0.068168 2.165100 0.54920 0.348140 2.220000 2.365700 4.021600e+03 0.135670 0.309130 0.993380 0.249210 23.151000 11.077000 1.164200e+02 9.019100 10.633000 0.000000
max 7.372700 480.960000 5.502200 4881.600000 70686.000000 35.551000 649.230000 18554.000000 9742.300000 74.434000 681.540000 1744.500000 9247.900000 649.230000 1.831700e+06 1744.500000 18555.000000 649.230000 9230.500000 70962.000000 6964.200000 681.540000 9230.500000 649.230000 48.669000 1744.500000 4.208800e+06 10033.000000 9.464800 62048.000000 9244.300000 1.736400e+07 21944.000000 21944.000000 626.920000 9742.300000 72701.000000 74.689000 21.386000 4849.300000 990.080000 71.633000 1.562300e+06 1.562300e+06 113820.000000 4881.600000 6.084200e+06 623.850000 21.386000 18542.000000 480.96000 47572.000000 86795.000000 87092.000000 3.657400e+06 20.200000 147.190000 59672.000000 23853.000000 639940.000000 26862.000000 4.144800e+06 23454.000000 127680.000000 1.000000
(10173, 65)
--------------------------------------------------------------
For df3
Attr1 Attr2 Attr3 Attr4 Attr5 Attr6 Attr7 Attr8 Attr9 Attr10 Attr11 Attr12 Attr13 Attr14 Attr15 Attr16 Attr17 Attr18 Attr19 Attr20 Attr21 Attr22 Attr23 Attr24 Attr25 Attr26 Attr27 Attr28 Attr29 Attr30 Attr31 Attr32 Attr33 Attr34 Attr35 Attr36 Attr37 Attr38 Attr39 Attr40 Attr41 Attr42 Attr43 Attr44 Attr45 Attr46 Attr47 Attr48 Attr49 Attr50 Attr51 Attr52 Attr53 Attr54 Attr55 Attr56 Attr57 Attr58 Attr59 Attr60 Attr61 Attr62 Attr63 Attr64 class
count 10503.000000 10503.000000 10503.000000 10503.000000 1.050300e+04 10503.000000 10503.000000 10503.000000 10503.000000 10503.000000 10503.000000 10503.000000 10503.000000 10503.000000 1.050300e+04 10503.000000 10503.000000 10503.000000 10503.000000 10503.000000 10503.000000 10503.000000 10503.000000 10503.000000 10503.000000 10503.000000 1.050300e+04 10503.000000 10503.000000 10503.000000 10503.000000 1.050300e+04 10503.000000 10503.000000 10503.000000 10503.000000 10503.000000 10503.000000 10503.000000 10503.000000 10503.000000 10503.000000 10503.000000 10503.000000 10503.000000 10503.000000 1.050300e+04 10503.000000 10503.000000 10503.000000 10503.000000 10503.000000 10503.000000 10503.000000 1.050300e+04 10503.000000 10503.000000 10503.000000 10503.000000 1.050300e+04 10503.000000 1.050300e+04 10503.000000 10503.000000 10503.000000
mean 0.052844 0.619911 0.095490 11.715123 -1.346149e+03 -0.121159 0.065624 20.848160 1.819657 0.366093 0.086764 2.462062 0.374305 0.065634 3.000280e+03 2.778622 22.219233 0.070739 -0.171115 68.414017 4.411314 0.075676 -0.176751 0.212362 0.196153 2.619703 1.245057e+03 6.229246 3.921179 0.461482 -0.177232 2.113030e+03 8.535489 5.407737 0.071075 1.981250 113.833952 0.465510 -0.076385 2.506447 28.173594 -0.141861 197.097201 128.682697 23.069146 10.709801 7.199772e+02 0.004834 -0.218043 10.397216 0.497135 13.148851 5.869744 6.845789 6.638549e+03 -0.527602 -0.014817 3.883865 1.429319 7.997016e+02 14.102608 1.369304e+02 9.163375 36.451378 0.047129
std 0.647797 6.427041 6.420056 551.331422 1.184395e+05 6.970625 0.651152 737.989682 7.580827 6.428603 0.655407 111.486828 49.573774 0.651151 1.091569e+05 110.283305 741.928999 0.835328 11.187302 1081.490808 293.921738 0.581734 11.126491 2.071936 6.742161 108.833353 3.393139e+04 94.404183 0.840528 71.608415 11.134204 8.126102e+04 38.297602 69.349776 0.572124 2.630705 2089.473227 6.425362 8.062845 38.994421 2817.796590 10.765518 3298.101113 2762.599255 1735.289508 551.212789 3.283101e+04 0.629770 11.886609 550.318688 6.420885 854.759827 89.498089 93.223513 5.989196e+04 55.863918 18.684047 189.977582 77.273270 3.984527e+04 84.326190 2.593798e+04 31.694089 426.856363 0.211926
min -17.692000 0.000000 -479.730000 0.002080 -1.190300e+07 -508.120000 -17.692000 -2.081800 -1.215700 -479.730000 -17.692000 -1543.800000 -631.710000 -17.692000 -2.321800e+06 -204.300000 -0.043411 -17.692000 -771.650000 -0.001439 -1.107500 -17.692000 -771.650000 -60.742000 -500.750000 -204.300000 -1.901300e+05 -690.400000 -0.358530 -6351.700000 -771.390000 -9.295600e+03 -1.921900 -1696.000000 -17.073000 -0.000084 -2.200900 -479.730000 -551.110000 -7.081900 -667.730000 -765.800000 -25113.000000 -25113.000000 -74385.000000 -6.469200 -1.730300e+01 -17.692000 -905.750000 0.002080 0.000000 -25.467000 -869.040000 -706.490000 -7.513800e+05 -5691.700000 -1667.300000 -198.690000 -172.070000 0.000000e+00 -6.590300 -2.336500e+06 -0.000156 -0.000102 0.000000
25% 0.000686 0.253955 0.017461 1.040750 -5.204650e+01 0.000000 0.002118 0.431770 1.011200 0.297340 0.009809 0.006115 0.020437 0.002131 1.856150e+02 0.060196 1.450050 0.002131 0.001541 14.247000 0.800665 0.000000 0.000475 0.015297 0.135695 0.054587 0.000000e+00 0.029289 3.393200 0.073321 0.003841 4.471900e+01 2.784700 0.366370 0.001730 1.043500 1.592183 0.426810 0.001483 0.053836 0.021876 0.000000 65.626500 34.217000 0.003891 0.603425 1.502100e+01 -0.048988 -0.036457 0.749810 0.177200 0.122370 0.668710 0.951525 1.462100e+01 0.005132 0.006796 0.875270 0.000000 5.660650e+00 4.486350 4.068750e+01 3.062300 2.046000 0.000000
50% 0.043034 0.464140 0.198560 1.606900 1.603100e+00 0.000000 0.050945 1.112600 1.199000 0.515500 0.068104 0.155790 0.066283 0.050953 8.055600e+02 0.235110 2.154400 0.050953 0.031838 34.429000 0.954180 0.054633 0.026981 0.158720 0.377690 0.213070 1.091000e+00 0.467590 3.932100 0.216220 0.039603 7.753900e+01 4.680900 2.051600 0.053054 1.586900 4.761283 0.628750 0.033992 0.196770 0.079304 0.034760 99.226000 54.437000 0.272350 1.061200 3.714300e+01 0.009653 0.005946 1.232000 0.326570 0.211890 1.210300 1.383400 8.822900e+02 0.051826 0.106880 0.953020 0.002976 1.035700e+01 6.679000 7.062600e+01 5.139600 4.122300 0.000000
75% 0.123805 0.689330 0.419545 2.961650 5.606300e+01 0.072584 0.142275 2.865700 2.059100 0.725635 0.161090 0.570720 0.133570 0.142275 2.188350e+03 0.643040 3.935450 0.142285 0.087584 63.725000 1.101600 0.145890 0.075938 0.376850 0.614100 0.588845 5.315650e+00 1.600900 4.449950 0.426480 0.099067 1.296850e+02 8.085000 4.776050 0.145730 2.380750 18.046300 0.788415 0.091106 0.746315 0.197770 0.091313 141.680000 81.007000 1.012200 2.046450 7.013300e+01 0.100710 0.059593 2.309650 0.525190 0.354290 2.311100 2.477900 4.348900e+03 0.130300 0.271310 0.995970 0.240320 2.304200e+01 10.605000 1.182800e+02 8.897800 9.927550 0.000000
max 52.652000 480.730000 17.708000 53433.000000 6.854400e+05 45.533000 52.652000 53432.000000 740.440000 11.837000 52.652000 8259.400000 4972.000000 52.652000 1.023600e+07 8259.400000 53433.000000 53.689000 123.940000 91600.000000 29907.000000 47.597000 123.940000 179.920000 8.834500 8262.300000 2.723000e+06 6233.300000 9.619900 2940.500000 60.430000 6.674200e+06 2787.900000 6348.500000 47.597000 169.500000 136090.000000 13.656000 293.150000 2883.000000 288770.000000 165.950000 254030.000000 254030.000000 113280.000000 53433.000000 2.591100e+06 47.597000 178.890000 53433.000000 480.730000 84827.000000 6234.300000 6234.300000 3.380500e+06 293.150000 552.640000 18118.000000 7617.300000 3.660200e+06 4470.400000 1.073500e+06 1974.500000 21499.000000 1.000000
(10503, 65)
--------------------------------------------------------------
For df4
Attr1 Attr2 Attr3 Attr4 Attr5 Attr6 Attr7 Attr8 Attr9 Attr10 Attr11 Attr12 Attr13 Attr14 Attr15 Attr16 Attr17 Attr18 Attr19 Attr20 Attr21 Attr22 Attr23 Attr24 Attr25 Attr26 Attr27 Attr28 Attr29 Attr30 Attr31 Attr32 Attr33 Attr34 Attr35 Attr36 Attr37 Attr38 Attr39 Attr40 Attr41 Attr42 Attr43 Attr44 Attr45 Attr46 Attr47 Attr48 Attr49 Attr50 Attr51 Attr52 Attr53 Attr54 Attr55 Attr56 Attr57 Attr58 Attr59 Attr60 Attr61 Attr62 Attr63 Attr64 class
count 9792.000000 9792.000000 9792.000000 9792.000000 9.792000e+03 9792.000000 9792.000000 9792.000000 9792.000000 9792.000000 9792.000000 9792.000000 9792.000000 9792.000000 9.792000e+03 9792.000000 9792.000000 9792.000000 9792.000000 9792.000000 9792.000000 9792.000000 9792.000000 9792.000000 9792.000000 9792.000000 9.792000e+03 9792.000000 9792.000000 9792.000000 9792.000000 9792.000000 9792.000000 9792.000000 9792.000000 9792.000000 9792.000000 9792.000000 9792.000000 9792.000000 9792.000000 9792.000000 9.792000e+03 9.792000e+03 9792.000000 9792.000000 9792.000000 9792.000000 9792.000000 9792.000000 9792.000000 9792.000000 9792.000000 9792.000000 9.792000e+03 9792.000000 9792.000000 9792.000000 9792.000000 9792.000000 9792.000000 9.792000e+03 9792.000000 9792.000000 9792.000000
mean 0.043017 0.596361 0.131759 10.784688 6.464803e+01 -0.059267 0.059442 30.607448 1.882296 0.389428 0.075413 -0.152779 0.371294 0.059456 3.016638e+03 0.256037 31.703435 0.064576 -0.055214 62.680749 1.214496 0.066677 -0.121073 0.221067 0.223243 0.077967 1.101759e+03 6.872837 3.946464 4.949311 0.010554 355.444266 8.631810 4.939536 0.058567 2.080354 80.525819 0.487569 -1.105256 3.889185 0.957147 -0.437232 9.450077e+02 8.823263e+02 6.843688 9.921677 118.947616 -0.001889 -0.592077 9.641245 0.469281 9.984728 6.279313 7.554129 7.686330e+03 -1.024630 0.035001 1.134994 0.855972 117.809482 25.402031 2.012307e+03 8.703926 36.738615 0.052594
std 0.359303 4.586889 4.559528 340.208103 1.474356e+04 6.812406 0.533317 821.378741 17.674650 4.590225 0.528205 79.899948 38.923280 0.533317 1.022314e+05 83.944920 821.521081 0.736105 27.135406 376.810459 5.883079 0.506632 25.371580 8.225950 4.852335 79.780896 3.045197e+04 147.237060 0.865671 341.447279 27.030784 6148.533867 69.903393 58.682667 0.485730 17.343430 558.088205 4.578352 77.007356 102.428213 40.801216 14.606795 3.582082e+04 3.579737e+04 187.626536 340.191040 2014.497875 0.527593 16.258161 334.269488 4.554638 893.819499 90.824063 145.328439 7.605261e+04 76.958732 8.944908 8.034361 26.391958 3130.674451 1097.726348 1.170204e+05 60.724465 483.024610 0.223233
min -12.458000 0.000000 -445.910000 -0.045319 -3.794600e+05 -486.820000 -12.458000 -1.848200 -0.032371 -445.910000 -12.244000 -6331.800000 -1460.600000 -12.458000 -1.567500e+06 -6331.800000 0.000857 -12.458000 -1578.700000 0.000000 -1.146300 -12.244000 -1578.700000 -314.370000 -466.340000 -6331.800000 -2.590100e+05 -990.020000 -0.440090 -4940.000000 -1495.600000 0.000000 0.000000 -756.500000 -9.043100 -0.000014 -3.715000 -445.910000 -7522.000000 -8.833300 -1086.800000 -719.800000 -1.158700e+05 -1.158700e+05 -2834.900000 -6.639200 -3.630700 -13.815000 -837.860000 -0.045239 0.000000 0.000000 -1033.700000 -1033.700000 -7.132200e+05 -7522.100000 -597.420000 -30.892000 -284.380000 0.000000 -12.656000 -1.496500e+04 -0.024390 -0.000015 0.000000
25% 0.001322 0.263110 0.020384 1.048500 -5.115325e+01 -0.000577 0.003005 0.428932 1.006675 0.294510 0.009466 0.007451 0.021122 0.003009 2.177925e+02 0.061871 1.450500 0.003009 0.001893 15.240000 0.918760 0.000000 0.000912 0.004293 0.135630 0.057580 0.000000e+00 0.036408 3.398475 0.082006 0.004367 47.289500 2.707125 0.296520 0.000875 1.030950 1.725950 0.419790 0.000658 0.051356 0.024994 0.000000 6.890000e+01 3.652625e+01 0.007143 0.615648 15.931250 -0.047384 -0.035511 0.769328 0.185188 0.129268 0.688100 0.948315 2.184000e+01 0.003030 0.008740 0.885667 0.000000 5.460725 4.268975 4.318300e+01 2.946325 2.036675 0.000000
50% 0.041356 0.467710 0.199335 1.597600 -5.263900e-02 0.000000 0.048801 1.092450 1.161300 0.510490 0.062527 0.143700 0.063800 0.048840 9.077700e+02 0.219500 2.138050 0.048840 0.030947 35.614000 1.044500 0.050134 0.025891 0.150140 0.386840 0.199305 1.022850e+00 0.482785 3.976300 0.226700 0.037932 81.196500 4.476900 1.974650 0.046857 1.559450 4.938283 0.613275 0.030418 0.183875 0.089485 0.032341 1.035100e+02 5.792550e+01 0.239398 1.043800 38.559500 0.006994 0.004555 1.232650 0.336645 0.221740 1.223050 1.393050 9.503300e+02 0.043677 0.098026 0.958330 0.002138 9.888450 6.288000 7.472450e+01 4.853800 4.117300 0.000000
75% 0.111125 0.689183 0.410745 2.900575 5.590025e+01 0.065245 0.126930 2.700250 1.970225 0.714300 0.140797 0.515295 0.128035 0.126960 2.412200e+03 0.601703 3.800000 0.126960 0.083378 65.658500 1.207625 0.126725 0.071735 0.360920 0.614127 0.543880 5.564425e+00 1.625175 4.498475 0.434240 0.093571 133.810000 7.653675 4.517775 0.126400 2.284325 19.896500 0.777448 0.080874 0.673687 0.217195 0.081604 1.481875e+02 8.530150e+01 0.880343 1.980200 71.249000 0.084434 0.051082 2.277300 0.530743 0.366030 2.316025 2.466125 4.694550e+03 0.117230 0.242615 0.996200 0.211710 21.076750 9.940650 1.233825e+02 8.384200 9.713900 0.000000
max 20.482000 446.910000 22.769000 27146.000000 1.034100e+06 322.200000 38.618000 53209.000000 1704.800000 12.602000 38.618000 3340.900000 2707.700000 38.618000 8.085500e+06 4401.300000 53210.000000 50.266000 1082.600000 26606.000000 396.160000 38.618000 879.860000 400.590000 12.602000 3594.600000 2.037300e+06 11864.000000 9.651800 29526.000000 1083.100000 385590.000000 5534.100000 4260.200000 38.618000 1704.800000 24487.000000 12.602000 112.020000 8007.100000 3443.400000 160.110000 3.020000e+06 3.020000e+06 10337.000000 27146.000000 140990.000000 33.535000 107.680000 27146.000000 446.910000 88433.000000 4784.100000 11678.000000 6.123700e+06 112.020000 226.760000 668.750000 1661.000000 251570.000000 108000.000000 1.077900e+07 5662.400000 21153.000000 1.000000
(9792, 65)
--------------------------------------------------------------
For df5
Attr1 Attr2 Attr3 Attr4 Attr5 Attr6 Attr7 Attr8 Attr9 Attr10 Attr11 Attr12 Attr13 Attr14 Attr15 Attr16 Attr17 Attr18 Attr19 Attr20 Attr21 Attr22 Attr23 Attr24 Attr25 Attr26 Attr27 Attr28 Attr29 Attr30 Attr31 Attr32 Attr33 Attr34 Attr35 Attr36 Attr37 Attr38 Attr39 Attr40 Attr41 Attr42 Attr43 Attr44 Attr45 Attr46 Attr47 Attr48 Attr49 Attr50 Attr51 Attr52 Attr53 Attr54 Attr55 Attr56 Attr57 Attr58 Attr59 Attr60 Attr61 Attr62 Attr63 Attr64 class
count 5910.000000 5910.000000 5910.000000 5910.000000 5.910000e+03 5910.000000 5910.000000 5910.000000 5910.000000 5910.000000 5910.000000 5910.000000 5910.000000 5910.000000 5.910000e+03 5910.000000 5910.000000 5910.000000 5910.000000 5910.000000 5910.000000 5910.000000 5910.000000 5910.000000 5910.000000 5910.000000 5910.000000 5910.000000 5910.000000 5910.000000 5910.000000 5.910000e+03 5910.000000 5910.000000 5910.000000 5910.000000 5910.000000 5910.000000 5910.000000 5910.000000 5910.000000 5910.000000 5910.000000 5910.000000 5910.000000 5910.000000 5910.000000 5910.000000 5910.000000 5910.000000 5910.000000 5910.000000 5910.000000 5910.000000 5.910000e+03 5910.000000 5910.000000 5910.000000 5910.000000 5.910000e+03 5910.000000 5910.000000 5910.000000 5910.000000 5910.000000
mean -0.048154 0.464922 0.190792 4.958724 2.017032e+01 -0.003837 -0.137701 5.888105 1.587933 0.561018 -0.035843 1.071645 0.354420 -0.137676 1.033463e+03 1.195420 6.984892 -0.128375 -0.090248 56.671984 2.426487 -0.027625 -0.096856 0.107824 0.390493 1.098535 473.384498 10.233857 4.152761 0.847846 -0.065775 2.114650e+03 8.348896 5.025576 -0.031232 2.107799 141.503679 0.668367 0.017169 2.263236 2.164053 -0.015133 155.555922 98.884058 63.492331 4.067669 146.766057 -0.119122 -0.071043 4.226296 0.425502 0.769170 11.653901 12.556654 1.081731e+04 0.057222 -0.263385 0.956504 0.279185 8.740650e+02 11.230318 241.978184 9.173648 66.455853 0.069374
std 6.474572 5.749828 1.183723 91.291129 2.150931e+04 10.193818 9.269887 102.298844 1.548548 5.877657 6.377565 35.217041 30.918776 9.269887 1.300619e+05 37.266561 102.304566 9.297717 5.444892 168.125493 99.674555 5.925400 5.418386 7.564377 4.293351 35.344025 9933.993656 299.608122 0.835699 19.077521 5.258337 8.448366e+04 102.200167 100.083605 5.938230 13.470491 1456.931784 7.206782 0.709789 57.635399 82.494705 2.437361 782.620733 719.836958 4761.647257 91.133646 3342.330554 7.448753 2.456258 90.823526 1.091588 13.139065 313.675801 319.765151 7.956401e+04 0.698096 18.420427 0.857326 5.839075 6.268330e+04 42.821876 6221.135690 102.898497 2134.800336 0.254110
min -463.890000 -430.870000 -72.067000 -0.403110 -1.076400e+06 -463.890000 -517.480000 -3.735100 -3.496000 -71.444000 -463.890000 -231.850000 -310.340000 -517.480000 -9.632400e+06 -221.330000 -0.002321 -517.480000 -310.800000 -29.340000 -135.150000 -431.590000 -310.890000 -463.890000 -71.444000 -221.330000 -158130.000000 -1089.700000 0.006359 -23.060000 -310.800000 -2.551000e+02 -1.433400 -16.015000 -431.590000 0.000191 -4.325800 -71.444000 -47.047000 -9.068600 -269.990000 -143.520000 -3975.600000 -3946.200000 -3037.300000 -9.049000 -18.658000 -542.560000 -144.800000 -0.012175 -0.186610 -0.697640 -1088.700000 -1088.700000 -1.118500e+06 -46.788000 -1236.300000 -0.164390 -184.980000 -1.244000e+01 -0.092493 -236.530000 -1.543200 -3.726500 0.000000
25% 0.003963 0.255100 0.043976 1.097200 -4.374800e+01 0.000000 0.005887 0.482790 1.014725 0.319095 0.015193 0.015756 0.024002 0.005887 2.335050e+02 0.074247 1.511100 0.005887 0.004098 18.280250 0.986352 0.000000 0.002571 0.021130 0.178042 0.069068 0.074293 0.083046 3.648725 0.085630 0.006764 4.958525e+01 2.758600 0.249485 0.007604 1.071725 2.015775 0.434198 0.004999 0.051432 0.030179 0.000000 75.524750 38.891750 0.016987 0.641160 19.652000 -0.031715 -0.023905 0.830772 0.185020 0.135490 0.751085 0.992862 8.791225e+01 0.010996 0.015770 0.876552 0.000000 5.357575e+00 4.279050 44.646750 3.070500 2.164125 0.000000
50% 0.046664 0.451610 0.219470 1.657200 5.335150e-01 0.000000 0.056485 1.156050 1.139650 0.523495 0.070751 0.168710 0.067775 0.056533 8.721650e+02 0.237180 2.213200 0.056533 0.035204 38.618000 1.114850 0.061064 0.030100 0.162765 0.424905 0.212940 1.005696 0.534690 4.174600 0.224210 0.043071 8.105700e+01 4.488750 1.708850 0.060631 1.560900 6.305163 0.620985 0.039491 0.179795 0.091771 0.040083 106.405000 58.788500 0.267318 1.071950 42.190500 0.018873 0.011932 1.289250 0.329645 0.220825 1.288700 1.434700 1.802800e+03 0.053218 0.109905 0.950370 0.005687 9.264350e+00 6.203950 73.778500 4.941600 4.177500 0.000000
75% 0.117055 0.661530 0.418470 2.944125 4.894250e+01 0.108490 0.136927 2.806750 1.825875 0.720990 0.148307 0.545590 0.135107 0.136950 2.255425e+03 0.640867 3.915875 0.136950 0.088418 67.663500 1.264400 0.136415 0.075734 0.358127 0.635120 0.580510 4.489475 1.624600 4.668675 0.406238 0.098763 1.315025e+02 7.332975 4.040700 0.138140 2.235575 27.362687 0.773778 0.090451 0.681940 0.209320 0.089959 148.460000 85.239500 0.845777 1.988675 74.145000 0.095487 0.059704 2.359800 0.517502 0.358505 2.330275 2.471250 7.705100e+03 0.125085 0.243090 0.990405 0.204990 1.838200e+01 9.374700 118.720000 8.161500 9.474225 0.000000
max 87.459000 72.416000 28.336000 6845.800000 1.250100e+06 543.250000 5.530000 6868.500000 65.607000 339.850000 6.388000 2470.300000 2340.200000 5.530000 1.341700e+06 2837.400000 6869.500000 55.125000 77.244000 9928.500000 7661.500000 15.541000 77.244000 252.340000 266.860000 2689.100000 565940.000000 21701.000000 9.698300 1236.700000 77.244000 4.277200e+06 7590.500000 7590.500000 15.541000 965.660000 67922.000000 467.770000 2.901100 4303.200000 5043.300000 40.386000 40515.000000 40515.000000 366030.000000 6845.800000 185610.000000 15.541000 16.866000 6845.800000 72.416000 666.110000 21702.000000 21702.000000 4.212200e+06 1.651000 87.981000 47.788000 308.150000 4.818700e+06 1308.500000 451380.000000 7641.300000 158180.000000 1.000000
(5910, 65)
--------------------------------------------------------------
In [12]:
Q1_1 = df1.quantile(0.1)
Q3_1 = df1.quantile(0.99)
IQR_1 = Q3_1 - Q1_1
df1 = df1[~((df1 < (Q1_1 - 1.5 * IQR_1)) |(df1 > (Q3_1 + 1.5 * IQR_1))).any(axis=1)]

Q1_2 = df2.quantile(0.1)
Q3_2 = df2.quantile(0.99)
IQR_2 = Q3_2 - Q1_2
df2 = df2[~((df2 < (Q1_2 - 1.5 * IQR_2)) |(df2 > (Q3_2 + 1.5 * IQR_2))).any(axis=1)]

Q1_3 = df3.quantile(0.1)
Q3_3 = df3.quantile(0.99)
IQR_3 = Q3_3 - Q1_3
df3 = df3[~((df3 < (Q1_3 - 1.5 * IQR_3)) |(df3 > (Q3_3 + 1.5 * IQR_3))).any(axis=1)]

Q1_4 = df4.quantile(0.1)
Q3_4 = df4.quantile(0.99)
IQR_4 = Q3_4 - Q1_4
df4 = df4[~((df4 < (Q1_4 - 1.5 * IQR_4)) |(df4 > (Q3_4 + 1.5 * IQR_4))).any(axis=1)]

Q1_5 = df5.quantile(0.1)
Q3_5 = df5.quantile(0.99)
IQR_5 = Q3_5 - Q1_5
df5 = df5[~((df5 < (Q1_5 - 1.5 * IQR_5)) |(df5 > (Q3_5 + 1.5 * IQR_5))).any(axis=1)]
In [13]:
 df_list = [df1,df2,df3,df4,df5]
print("After removing outliers\n")
for i in range(5):
    print("For df"+str(i+1))
    display(df_list[i].describe())
    print(df_list[i].shape)
    print("--------------------------------------------------------------")
After removing outliers

For df1
Attr1 Attr2 Attr3 Attr4 Attr5 Attr6 Attr7 Attr8 Attr9 Attr10 Attr11 Attr12 Attr13 Attr14 Attr15 Attr16 Attr17 Attr18 Attr19 Attr20 Attr21 Attr22 Attr23 Attr24 Attr25 Attr26 Attr27 Attr28 Attr29 Attr30 Attr31 Attr32 Attr33 Attr34 Attr35 Attr36 Attr37 Attr38 Attr39 Attr40 Attr41 Attr42 Attr43 Attr44 Attr45 Attr46 Attr47 Attr48 Attr49 Attr50 Attr51 Attr52 Attr53 Attr54 Attr55 Attr56 Attr57 Attr58 Attr59 Attr60 Attr61 Attr62 Attr63 Attr64 class
count 6351.000000 6351.000000 6351.000000 6351.000000 6351.000000 6351.000000 6351.000000 6351.000000 6351.000000 6351.000000 6351.000000 6351.000000 6351.000000 6351.000000 6351.000000 6351.000000 6351.000000 6351.000000 6351.000000 6351.000000 6351.000000 6351.000000 6351.000000 6351.000000 6351.000000 6351.000000 6351.000000 6351.000000 6351.000000 6351.000000 6351.000000 6351.000000 6351.000000 6351.000000 6351.000000 6351.000000 6351.000000 6351.000000 6351.000000 6351.000000 6351.000000 6351.000000 6351.000000 6351.000000 6351.000000 6351.000000 6351.000000 6351.000000 6351.000000 6351.000000 6351.000000 6351.000000 6351.000000 6351.000000 6351.000000 6351.000000 6351.000000 6351.000000 6351.000000 6351.000000 6351.000000 6351.000000 6351.000000 6351.000000 6351.000000
mean 0.107794 0.491066 0.195365 2.239701 3.956925 0.081306 0.126537 2.126796 1.727281 0.486845 0.137861 0.625710 0.102880 0.126537 1714.452761 0.688551 3.220889 0.126537 0.068037 45.190705 1.215765 0.125281 0.057756 0.223831 0.398954 0.620059 53.532774 1.619959 4.207234 0.263018 0.076735 96.820192 6.442585 3.063574 0.125225 2.096178 32.153708 0.568067 0.067776 0.564476 0.204364 0.067028 104.753279 59.562577 1.688148 1.518783 51.651833 0.071116 0.032080 1.826515 0.392090 0.264690 2.235381 2.450770 7183.993252 0.093544 0.232436 0.908139 0.285458 27.927378 9.994266 86.394470 7.210335 13.915279 0.037474
std 0.142004 0.249210 0.251682 2.501923 368.883086 0.220293 0.156473 3.633163 1.193907 0.247500 0.159005 1.299070 0.103299 0.156473 5078.102718 1.302240 3.787054 0.156473 0.092400 40.373083 0.503871 0.154092 0.084089 0.264183 0.280044 1.209183 479.174888 5.266840 0.631656 0.324000 0.103252 89.058340 6.577681 4.476631 0.157476 1.321243 104.452642 0.228231 0.092951 1.428029 0.791020 0.087887 61.732092 41.165891 6.526527 1.997429 50.028054 0.178101 0.102312 2.203251 0.225922 0.244750 5.165382 5.193063 28492.882515 0.126912 0.379559 0.125696 0.876804 89.603764 12.687973 77.544558 7.380492 43.709543 0.189936
min -0.531970 0.015931 -1.366100 0.140660 -3429.300000 -1.312100 -0.533100 -0.491080 0.049636 -0.933580 -0.498110 -9.902800 -0.427110 -0.533100 -40584.000000 -1.707500 0.517180 -0.533100 -0.554880 0.000000 0.235030 -0.519380 -0.554880 -1.269200 -1.213400 -1.707500 -5466.700000 -20.934467 2.213600 -1.333000 -0.554880 0.000000 0.204040 -1.738500 -0.834210 0.049636 0.000000 -0.779960 -0.586920 -1.725500 -7.590600 -0.573160 1.941300 0.000000 -59.554000 -0.152830 0.000000 -1.227400 -0.645680 0.066379 0.000000 0.000000 -20.508000 -20.113220 -246070.000000 -0.561950 -2.754700 0.063370 -7.681600 0.831910 0.647520 0.000000 0.286220 0.054670 0.000000
25% 0.025040 0.299960 0.036035 1.079750 -42.763000 0.000000 0.031717 0.477315 1.038850 0.315860 0.041487 0.074566 0.040898 0.031717 402.060000 0.134220 1.502950 0.031717 0.017323 17.983500 1.039210 0.027898 0.013692 0.058184 0.210100 0.120795 0.300210 0.066005 3.748100 0.097971 0.021564 48.907000 3.144400 0.259765 0.028223 1.282250 2.009852 0.425780 0.015532 0.052343 0.039253 0.014995 65.969500 34.430000 0.121020 0.621215 19.472000 -0.013007 -0.007914 0.828430 0.220580 0.133690 0.739070 0.984815 182.175000 0.022092 0.062829 0.867375 0.000000 6.031950 4.884400 44.084500 3.502500 2.582400 0.000000
50% 0.078315 0.476930 0.185470 1.510600 -5.957300 0.000000 0.092043 1.042100 1.196100 0.497360 0.105220 0.259860 0.082146 0.092043 972.200000 0.318610 2.096700 0.092043 0.051588 36.048000 1.147400 0.091184 0.044166 0.172390 0.407020 0.283440 1.350600 0.458370 4.146800 0.206330 0.058250 75.696000 4.831800 1.747200 0.090289 1.805100 5.353967 0.592730 0.049423 0.155420 0.091699 0.050221 94.612000 51.812000 0.425710 0.966510 39.573000 0.046925 0.025211 1.201000 0.358240 0.207120 1.192500 1.366600 1709.100000 0.064197 0.178630 0.938220 0.035310 10.086000 7.043500 68.165000 5.354700 4.595800 0.000000
75% 0.160560 0.665355 0.360220 2.430400 36.322500 0.157160 0.188075 2.243850 2.062700 0.671215 0.200070 0.680315 0.144130 0.188075 2165.800000 0.713945 3.333800 0.188075 0.104660 60.386500 1.284700 0.186150 0.088561 0.339140 0.604135 0.639095 6.614400 1.269350 4.596050 0.357275 0.114515 116.460000 7.473100 4.117250 0.190635 2.562450 19.472383 0.739555 0.105420 0.497990 0.201515 0.103225 129.535000 74.728000 1.169525 1.629100 68.185000 0.143355 0.076470 1.950500 0.530405 0.318715 2.003100 2.123050 6120.500000 0.135170 0.347665 0.979650 0.277665 19.833500 10.596000 104.210000 8.277800 9.388200 0.000000
max 1.577000 1.933600 0.949840 37.036000 5217.000000 2.024300 1.577000 57.911000 15.218000 0.977600 1.816100 19.902000 1.067700 1.577000 69650.000000 21.610000 62.770000 1.577000 0.930340 438.750000 11.091000 1.569200 0.930340 2.795100 1.229600 19.247000 10468.000000 94.269000 9.386100 5.436400 1.041500 1788.900000 124.700000 70.812000 1.536900 18.035000 1627.600000 0.988080 0.939470 22.640000 11.941000 0.939470 802.050000 563.690000 127.400000 33.407000 585.650000 1.551500 0.802110 37.036000 1.761600 4.901000 119.170000 119.170000 385900.000000 1.000000 4.337100 1.562000 13.509000 1832.400000 197.890000 1275.200000 134.590000 819.460000 1.000000
(6351, 65)
--------------------------------------------------------------
For df2
Attr1 Attr2 Attr3 Attr4 Attr5 Attr6 Attr7 Attr8 Attr9 Attr10 Attr11 Attr12 Attr13 Attr14 Attr15 Attr16 Attr17 Attr18 Attr19 Attr20 Attr21 Attr22 Attr23 Attr24 Attr25 Attr26 Attr27 Attr28 Attr29 Attr30 Attr31 Attr32 Attr33 Attr34 Attr35 Attr36 Attr37 Attr38 Attr39 Attr40 Attr41 Attr42 Attr43 Attr44 Attr45 Attr46 Attr47 Attr48 Attr49 Attr50 Attr51 Attr52 Attr53 Attr54 Attr55 Attr56 Attr57 Attr58 Attr59 Attr60 Attr61 Attr62 Attr63 Attr64 class
count 8997.000000 8997.000000 8997.000000 8997.000000 8997.000000 8997.000000 8997.000000 8997.000000 8997.000000 8997.000000 8997.000000 8997.000000 8997.000000 8997.000000 8997.000000 8997.000000 8997.000000 8997.000000 8997.000000 8997.000000 8997.000000 8997.000000 8997.000000 8997.000000 8997.000000 8997.000000 8997.000000 8997.000000 8997.000000 8997.000000 8997.000000 8997.000000 8997.000000 8997.000000 8997.000000 8997.000000 8997.000000 8997.000000 8997.000000 8997.000000 8997.000000 8997.000000 8997.000000 8997.000000 8997.000000 8997.000000 8997.000000 8997.000000 8997.000000 8997.000000 8997.000000 8997.000000 8997.000000 8997.000000 8997.000000 8997.000000 8997.000000 8997.000000 8997.000000 8997.000000 8997.000000 8997.000000 8997.000000 8997.000000 8997.000000
mean 0.073140 0.498262 0.202568 2.593491 27.508333 0.050574 0.088665 2.504737 1.818879 0.484485 0.109569 0.560677 0.082367 0.088665 1441.156356 0.661512 3.574503 0.088665 0.044544 46.120486 0.967938 0.101364 0.035894 0.216455 0.359130 0.594434 158.369966 2.300323 3.967592 0.280496 0.053824 101.630015 7.055759 4.108102 0.097656 2.073696 36.261158 0.569686 0.052150 0.757430 0.230703 0.054598 107.921728 61.801220 1.566605 1.803583 52.408492 0.044690 0.016660 2.082357 0.392740 0.277712 2.834436 3.102158 5069.995418 0.085483 0.154468 0.920151 0.277582 32.427317 10.876814 90.692210 7.820872 17.131676 0.038013
std 0.168141 0.280899 0.289371 3.621168 614.596427 0.230200 0.182704 5.030134 1.344499 0.280231 0.180249 1.561789 0.130232 0.182704 6985.827073 1.531519 5.107786 0.182704 0.120981 47.270853 0.338662 0.167643 0.112210 0.325451 0.323082 1.421983 1543.230224 8.985593 0.769911 0.433031 0.133087 113.044458 8.077514 6.738282 0.174677 1.411806 148.555770 0.256289 0.108437 2.127563 1.211495 0.103543 74.092822 52.490865 7.860262 2.876780 58.997572 0.197708 0.123677 3.112813 0.252159 0.311084 8.419123 8.674382 23743.249654 0.156950 0.624866 0.157666 1.061530 98.110502 15.589612 90.998036 8.879230 60.700698 0.191237
min -1.251400 0.000000 -1.367300 0.044689 -5700.700000 -1.478500 -1.278900 -0.550760 0.000000 -1.050400 -1.059900 -14.684000 -0.858960 -1.278900 -58962.000000 -10.262000 0.000000 -1.278900 -0.883620 0.000000 0.000000 -1.023700 -0.822120 -1.439100 -1.518200 -10.262000 -18674.000000 -57.795000 0.610660 -5.545400 -0.915040 0.000000 0.000000 -9.151600 -1.146300 0.000000 -2.760700 -0.944690 -0.705000 -12.545000 -12.328000 -0.698330 0.000000 0.000000 -58.681000 -8.242900 -0.204510 -1.379500 -0.898330 0.005864 0.000000 0.000000 -88.287000 -57.479000 -198780.000000 -0.705000 -5.375300 -0.175640 -9.309900 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000
25% 0.003739 0.281660 0.023395 1.055100 -46.524000 0.000000 0.006932 0.442850 1.034200 0.301060 0.019965 0.016709 0.023823 0.006932 236.310000 0.080000 1.463900 0.006932 0.004084 14.725000 0.748633 0.005393 0.002230 0.032977 0.160490 0.072774 0.128660 0.045843 3.469500 0.083307 0.007062 44.894000 2.995500 0.414410 0.010779 1.209000 1.764500 0.418650 0.006320 0.054454 0.030862 0.003219 62.810000 33.121000 0.017304 0.603910 15.878000 -0.032235 -0.019756 0.785660 0.199660 0.122690 0.703480 0.962560 46.155000 0.013937 0.015342 0.874520 0.000000 5.839900 4.811100 40.491000 3.263200 2.383000 0.000000
50% 0.054132 0.480430 0.194460 1.539600 -1.876200 0.000000 0.066008 1.038800 1.302600 0.498930 0.086908 0.185480 0.068889 0.066008 846.260000 0.255150 2.081200 0.066008 0.037205 33.763000 0.957730 0.074411 0.030411 0.157740 0.370570 0.230040 1.253500 0.465000 3.965000 0.209110 0.044299 75.905000 4.816100 2.259600 0.072110 1.748300 4.913900 0.604800 0.040800 0.171000 0.088308 0.042414 94.387000 51.866000 0.303810 1.004700 36.942000 0.028900 0.015758 1.214300 0.350990 0.207250 1.205200 1.380800 986.940000 0.056924 0.129070 0.947720 0.014518 10.544000 7.024400 68.691000 5.310100 4.568000 0.000000
75% 0.142400 0.683040 0.393950 2.683900 48.033000 0.092632 0.167440 2.484800 2.237900 0.697120 0.188070 0.633720 0.130140 0.167440 2170.900000 0.699580 3.548700 0.167440 0.092962 61.615000 1.102300 0.169900 0.078899 0.353790 0.593370 0.623190 6.134100 1.476600 4.463000 0.381400 0.103190 121.810000 8.138300 4.954600 0.169730 2.557000 17.573000 0.760820 0.095971 0.618710 0.201980 0.097306 134.040000 75.740000 1.081400 1.828100 68.747000 0.125260 0.069334 2.120300 0.538510 0.332720 2.197100 2.345500 4322.500000 0.131960 0.302070 0.990250 0.266040 22.293000 11.018000 111.520000 9.000800 10.333000 0.000000
max 1.790700 2.050400 0.978310 58.070000 9557.800000 2.100600 1.790700 92.777000 17.335000 1.000000 1.792000 25.452000 1.411400 1.790700 90354.000000 26.460000 93.777000 1.790700 1.309400 610.620000 5.412900 1.790400 1.137700 3.453000 0.985620 23.691000 30008.004533 169.540000 9.464800 10.607000 1.309400 3005.900000 143.770000 97.106000 1.795900 17.335000 2942.900000 1.000000 1.137100 42.082000 20.239000 1.137100 1048.200000 1041.700000 157.240000 49.577000 854.730000 1.730100 1.084800 56.622000 1.944700 8.235300 156.320000 156.320000 342610.000000 1.000000 7.936000 2.021700 15.123000 1877.700000 262.180000 1816.000000 138.500000 1136.800000 1.000000
(8997, 65)
--------------------------------------------------------------
For df3
Attr1 Attr2 Attr3 Attr4 Attr5 Attr6 Attr7 Attr8 Attr9 Attr10 Attr11 Attr12 Attr13 Attr14 Attr15 Attr16 Attr17 Attr18 Attr19 Attr20 Attr21 Attr22 Attr23 Attr24 Attr25 Attr26 Attr27 Attr28 Attr29 Attr30 Attr31 Attr32 Attr33 Attr34 Attr35 Attr36 Attr37 Attr38 Attr39 Attr40 Attr41 Attr42 Attr43 Attr44 Attr45 Attr46 Attr47 Attr48 Attr49 Attr50 Attr51 Attr52 Attr53 Attr54 Attr55 Attr56 Attr57 Attr58 Attr59 Attr60 Attr61 Attr62 Attr63 Attr64 class
count 9262.000000 9262.000000 9262.000000 9262.000000 9262.000000 9262.000000 9262.000000 9262.000000 9262.000000 9262.000000 9262.000000 9262.000000 9262.000000 9262.000000 9262.000000 9262.000000 9262.000000 9262.000000 9262.000000 9262.000000 9262.000000 9262.000000 9262.000000 9262.000000 9262.000000 9262.000000 9262.000000 9262.000000 9262.000000 9262.000000 9262.000000 9262.000000 9262.000000 9262.000000 9262.000000 9262.000000 9262.000000 9262.000000 9262.000000 9262.000000 9262.000000 9262.000000 9262.000000 9262.000000 9262.000000 9262.000000 9262.000000 9262.000000 9262.000000 9262.000000 9262.000000 9262.000000 9262.000000 9262.000000 9262.000000 9262.000000 9262.000000 9262.000000 9262.000000 9262.000000 9262.000000 9262.000000 9262.000000 9262.000000 9262.000000
mean 0.061139 0.479817 0.214805 2.806064 11.667741 0.043886 0.074371 2.772316 1.679004 0.503010 0.092852 0.493217 0.083026 0.074371 1699.539634 0.611689 3.848711 0.074371 0.041166 48.955863 0.989083 0.084538 0.033146 0.228303 0.373896 0.552468 100.053248 2.360767 3.966817 0.295468 0.050130 104.420171 6.939213 3.943555 0.080444 1.902977 44.320428 0.590710 0.044299 0.880076 0.213245 0.047548 114.017992 65.062169 1.394213 1.986063 55.057069 0.027133 0.005508 2.245593 0.371594 0.284863 2.920416 3.177254 5676.518260 0.077642 0.149364 0.925065 0.297981 33.307505 10.379976 94.139836 7.645229 14.941523 0.044699
std 0.160123 0.285574 0.296428 4.014950 524.767994 0.251149 0.172701 5.427576 1.210767 0.284777 0.174732 1.436248 0.128584 0.172701 7738.921258 1.482800 5.513106 0.172701 0.116773 52.196083 0.352896 0.167760 0.109495 0.375502 0.337599 1.386706 1214.529792 9.057420 0.781229 0.513842 0.129970 128.512882 7.893916 6.522124 0.175680 1.313672 198.435069 0.256066 0.116289 2.424893 1.164462 0.109001 79.010304 56.159931 8.154473 3.260119 64.401461 0.198301 0.130527 3.438382 0.251220 0.350930 8.771998 8.864836 24315.690122 0.164591 0.594496 0.160437 1.241899 119.752405 15.125167 103.573100 8.670688 47.017009 0.206653
min -1.182500 0.000000 -1.328900 0.037783 -4985.600000 -1.651100 -1.182500 -0.547400 0.000000 -1.209500 -1.179600 -11.508000 -0.798700 -1.182500 -63334.000000 -11.508000 0.452600 -1.182500 -0.847210 0.000000 0.000000 -1.181100 -0.847270 -1.899800 -1.603800 -11.508000 -14602.000000 -62.982000 1.554200 -1.800500 -0.976780 0.000000 0.000000 -12.711000 -1.161600 0.000000 -0.293940 -0.926420 -0.779790 -7.081900 -12.232000 -0.809970 0.000000 0.000000 -88.206000 -6.469200 -0.276570 -1.422500 -0.973670 0.008898 0.000000 0.000000 -62.953000 -62.953000 -197490.000000 -0.779790 -4.769000 -0.425840 -11.945000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000
25% 0.003793 0.258207 0.033707 1.079125 -46.589250 0.000000 0.006324 0.483293 1.017900 0.319810 0.016069 0.015947 0.025576 0.006324 261.052500 0.078275 1.505750 0.006324 0.004039 15.815750 0.809920 0.000000 0.002473 0.031163 0.172260 0.072327 0.063520 0.061653 3.452525 0.077293 0.007080 45.364750 2.971900 0.398885 0.006177 1.080525 1.659400 0.446730 0.004124 0.055519 0.028852 0.000000 67.037500 35.053750 0.020727 0.628103 16.991250 -0.040283 -0.028929 0.789890 0.181758 0.124220 0.717320 0.981953 59.153500 0.008751 0.011800 0.878358 0.000000 5.687000 4.579775 41.456250 3.236425 2.105425 0.000000
50% 0.046570 0.456355 0.205695 1.628900 2.210600 0.000000 0.056194 1.146700 1.199550 0.523865 0.072557 0.172015 0.069613 0.056194 880.095000 0.251345 2.191300 0.056194 0.034987 35.320000 0.956715 0.061570 0.029428 0.172845 0.398975 0.228225 1.168800 0.483140 3.972150 0.211605 0.042070 76.232500 4.784500 2.127300 0.060208 1.598600 4.737820 0.632160 0.037520 0.195270 0.084593 0.038737 99.614500 54.453000 0.292760 1.068950 38.445500 0.015703 0.009245 1.250250 0.323435 0.208225 1.232200 1.399750 1029.000000 0.053279 0.109390 0.951725 0.010558 10.204000 6.696950 69.727000 5.234200 4.096050 0.000000
75% 0.124993 0.664115 0.412253 2.896875 52.915000 0.089721 0.143435 2.788600 2.025950 0.720730 0.162378 0.578355 0.132208 0.143435 2225.500000 0.635992 3.872800 0.143435 0.087793 63.913500 1.100375 0.149438 0.075931 0.383852 0.620447 0.582087 5.369000 1.543725 4.463425 0.398162 0.098651 122.815000 8.037050 4.731525 0.149572 2.353275 17.743247 0.781587 0.093036 0.712002 0.197023 0.092630 139.372500 79.628000 0.992095 1.985400 70.607000 0.103818 0.060757 2.273125 0.506605 0.334723 2.265375 2.419200 4735.075000 0.127208 0.263402 0.992968 0.260740 21.438500 10.407500 112.687500 8.798500 9.452300 0.000000
max 1.338900 2.209500 0.973700 77.250000 8361.400000 2.190100 1.647100 91.709000 12.828000 1.000000 1.685000 23.217000 0.997980 1.647100 96426.000000 26.736000 92.709000 1.647100 0.917740 669.250000 5.184000 1.494400 0.917740 4.100900 0.981090 24.071000 26042.000000 154.260000 9.619900 11.227000 1.248400 3299.100000 129.990000 102.250000 1.347300 16.713000 3483.100000 1.349800 0.876470 49.980000 20.496000 1.077200 1257.900000 1093.800000 155.290000 56.989000 907.870000 1.457700 0.876470 55.768000 1.926400 9.038600 155.260000 155.260000 327090.000000 1.000000 7.532200 2.317300 19.747000 2414.500000 249.470000 2291.500000 135.350000 976.050000 1.000000
(9262, 65)
--------------------------------------------------------------
For df4
Attr1 Attr2 Attr3 Attr4 Attr5 Attr6 Attr7 Attr8 Attr9 Attr10 Attr11 Attr12 Attr13 Attr14 Attr15 Attr16 Attr17 Attr18 Attr19 Attr20 Attr21 Attr22 Attr23 Attr24 Attr25 Attr26 Attr27 Attr28 Attr29 Attr30 Attr31 Attr32 Attr33 Attr34 Attr35 Attr36 Attr37 Attr38 Attr39 Attr40 Attr41 Attr42 Attr43 Attr44 Attr45 Attr46 Attr47 Attr48 Attr49 Attr50 Attr51 Attr52 Attr53 Attr54 Attr55 Attr56 Attr57 Attr58 Attr59 Attr60 Attr61 Attr62 Attr63 Attr64 class
count 8604.000000 8604.000000 8604.000000 8604.000000 8604.000000 8604.000000 8604.000000 8604.000000 8604.000000 8604.000000 8604.000000 8604.000000 8604.000000 8604.000000 8604.000000 8604.000000 8604.000000 8604.000000 8604.000000 8604.000000 8604.000000 8604.000000 8604.000000 8604.000000 8604.000000 8604.000000 8604.000000 8604.000000 8604.000000 8604.000000 8604.000000 8604.000000 8604.000000 8604.000000 8604.000000 8604.000000 8604.000000 8604.000000 8604.000000 8604.000000 8604.000000 8604.000000 8604.000000 8604.000000 8604.000000 8604.000000 8604.000000 8604.000000 8604.000000 8604.000000 8604.000000 8604.000000 8604.000000 8604.000000 8604.000000 8604.000000 8604.000000 8604.000000 8604.000000 8604.000000 8604.000000 8604.000000 8604.000000 8604.000000 8604.000000
mean 0.057591 0.481791 0.217621 2.915469 17.675153 0.030517 0.069325 2.901325 1.613910 0.499885 0.082356 0.470218 0.081389 0.069325 1745.350724 0.584271 3.984993 0.069325 0.041091 50.292745 1.106988 0.073958 0.033593 0.210940 0.372788 0.528754 101.289524 2.551187 4.004938 0.301218 0.049649 107.149608 6.683974 3.771588 0.068849 1.836603 51.269762 0.581371 0.039909 0.948378 0.210918 0.043982 120.044294 69.751535 1.252464 2.086735 55.792411 0.020481 0.003515 2.358264 0.377599 0.291261 3.076652 3.370735 6574.700120 0.069760 0.131807 0.929900 0.253503 31.307323 9.749610 98.156106 7.331084 15.519290 0.047885
std 0.144676 0.287523 0.299150 4.972527 504.807133 0.258827 0.155106 6.790253 1.159894 0.286890 0.155113 1.495099 0.127866 0.155106 6945.124832 1.509725 6.863448 0.155106 0.116690 53.983630 0.364556 0.148843 0.109307 0.393346 0.342531 1.401146 1131.271093 9.489949 0.801773 0.553237 0.128906 125.113150 7.920089 6.613479 0.158578 1.261603 211.939467 0.261159 0.115915 3.233955 1.126365 0.107979 87.021362 64.378200 7.926373 4.171400 64.297577 0.172968 0.126203 4.442254 0.255612 0.332507 9.247534 9.339663 26753.782745 0.159283 0.519081 0.156643 0.965573 113.632048 14.815246 113.044323 8.730638 49.183592 0.213535
min -1.001900 0.000000 -1.459400 0.023301 -4911.500000 -1.783500 -1.001900 -0.550890 0.000000 -1.191500 -1.001900 -12.634000 -0.765600 -1.001900 -59858.000000 -12.634000 0.456310 -1.001900 -0.838910 0.000000 0.037691 -0.869410 -0.838910 -2.028900 -1.599400 -12.634000 -12932.000000 -68.614000 0.801200 -5.807800 -1.041800 0.000000 0.000000 -11.327000 -1.061600 0.022109 -0.170720 -0.974880 -0.824790 -0.692250 -11.080000 -0.813580 0.000000 0.000000 -88.917000 -0.019132 -0.002896 -1.211400 -0.939690 0.006038 0.000000 0.000000 -94.338000 -67.614000 -216500.000000 -0.824790 -4.344300 -0.078964 -8.009500 0.448160 0.000000 0.000000 0.000000 0.000000 0.000000
25% 0.004907 0.265703 0.039546 1.089200 -45.258500 0.000000 0.007126 0.491787 1.014175 0.323115 0.015581 0.018367 0.026643 0.007126 309.600000 0.082351 1.516575 0.007126 0.005059 16.949750 0.930335 0.000000 0.003459 0.022406 0.175950 0.075313 0.067872 0.070865 3.477300 0.084550 0.008559 47.658000 2.872750 0.324470 0.005507 1.062225 1.830825 0.440440 0.003964 0.053164 0.032197 0.000000 70.640500 37.262750 0.024923 0.645772 17.801750 -0.038899 -0.027831 0.817813 0.189155 0.130240 0.744180 0.986525 79.237750 0.007377 0.014497 0.889038 0.000000 5.531375 4.371900 43.495750 3.112375 2.100600 0.000000
50% 0.045095 0.456660 0.209165 1.628500 0.796740 0.000000 0.053375 1.137650 1.162400 0.519870 0.066853 0.160250 0.066692 0.053375 995.370000 0.234230 2.189850 0.053375 0.033785 36.802500 1.052750 0.056442 0.028354 0.166010 0.408580 0.214095 1.127700 0.502310 4.024300 0.221070 0.040881 79.312500 4.598033 2.071000 0.053471 1.565100 5.146250 0.618405 0.033737 0.184365 0.095468 0.035539 103.610000 57.968000 0.262520 1.058700 39.944000 0.013496 0.007696 1.265250 0.332830 0.216830 1.256050 1.412800 1169.800000 0.045870 0.101140 0.955965 0.008931 9.753600 6.289000 73.064000 4.984100 4.098200 0.000000
75% 0.113000 0.659360 0.409973 2.850400 53.521750 0.081281 0.128842 2.670800 1.926650 0.711410 0.143182 0.522328 0.126663 0.128842 2447.025000 0.597195 3.763675 0.128842 0.084187 65.510250 1.211000 0.131180 0.072399 0.366120 0.621328 0.538985 5.779100 1.601375 4.521975 0.407035 0.093849 126.731083 7.621675 4.499125 0.130812 2.256375 19.880750 0.773020 0.083695 0.652268 0.214713 0.083806 145.707500 83.415000 0.874495 1.951850 70.885250 0.088438 0.053045 2.261775 0.508162 0.346032 2.311200 2.451100 5115.950000 0.114172 0.239210 0.993022 0.224967 19.709250 9.753900 117.212500 8.363850 9.332400 0.000000
max 1.377400 2.191500 0.987910 83.578000 7803.000000 2.323400 1.377400 140.700000 16.603000 1.000000 1.378400 23.807000 1.503000 1.377400 96561.000000 25.027000 141.760000 1.377400 1.220900 814.450000 5.666600 1.378300 1.157800 4.458200 0.992540 25.027000 22897.000000 157.250000 9.651800 12.931000 1.550200 3037.800000 122.230000 103.840000 1.653200 17.837000 3289.600000 1.000000 0.940960 68.229000 19.442000 1.115100 1456.100000 1456.100000 153.330000 73.801000 957.880000 1.305100 0.940950 82.679000 1.955400 8.322800 158.250000 158.250000 350970.000000 1.000000 6.884700 2.380800 14.050000 2286.000000 257.410000 2983.900000 122.580000 925.540000 1.000000
(8604, 65)
--------------------------------------------------------------
For df5
Attr1 Attr2 Attr3 Attr4 Attr5 Attr6 Attr7 Attr8 Attr9 Attr10 Attr11 Attr12 Attr13 Attr14 Attr15 Attr16 Attr17 Attr18 Attr19 Attr20 Attr21 Attr22 Attr23 Attr24 Attr25 Attr26 Attr27 Attr28 Attr29 Attr30 Attr31 Attr32 Attr33 Attr34 Attr35 Attr36 Attr37 Attr38 Attr39 Attr40 Attr41 Attr42 Attr43 Attr44 Attr45 Attr46 Attr47 Attr48 Attr49 Attr50 Attr51 Attr52 Attr53 Attr54 Attr55 Attr56 Attr57 Attr58 Attr59 Attr60 Attr61 Attr62 Attr63 Attr64 class
count 5269.000000 5269.000000 5269.000000 5269.000000 5269.000000 5269.000000 5269.000000 5269.000000 5269.000000 5269.000000 5269.000000 5269.000000 5269.000000 5269.000000 5269.000000 5269.000000 5269.000000 5269.000000 5269.000000 5269.000000 5269.000000 5269.000000 5269.000000 5269.000000 5269.000000 5269.000000 5269.000000 5269.000000 5269.000000 5269.000000 5269.000000 5269.000000 5269.000000 5269.000000 5269.000000 5269.000000 5269.000000 5269.000000 5269.000000 5269.000000 5269.000000 5269.000000 5269.000000 5269.000000 5269.000000 5269.000000 5269.000000 5269.000000 5269.000000 5269.000000 5269.000000 5269.000000 5269.000000 5269.000000 5269.000000 5269.000000 5269.000000 5269.000000 5269.000000 5269.000000 5269.000000 5269.000000 5269.000000 5269.000000 5269.000000
mean 0.063921 0.468882 0.230963 2.648179 5.527682 0.047043 0.076792 2.645290 1.539532 0.509002 0.091247 0.467706 0.083765 0.076792 1718.106471 0.559610 3.742173 0.076792 0.046859 51.626154 1.165267 0.083757 0.038719 0.212754 0.404023 0.501211 103.857845 2.513654 4.202739 0.275184 0.055017 102.769863 6.122525 3.072182 0.081970 1.808088 73.304080 0.585499 0.051999 0.733462 0.223064 0.052301 120.470772 68.844595 0.954717 1.818272 58.171691 0.034115 0.015153 2.166854 0.372299 0.279758 3.106075 3.312737 9250.193326 0.079729 0.132674 0.921452 0.251704 23.735026 8.890557 92.876997 6.757477 14.336041 0.055988
std 0.134627 0.271862 0.281443 3.314068 125.064102 0.256471 0.147440 5.316722 1.015953 0.271449 0.147498 1.115713 0.114039 0.147440 6938.180293 1.103769 5.435437 0.147440 0.104018 49.076969 0.345413 0.137778 0.095294 0.357569 0.324877 0.995359 990.809666 10.033039 0.774186 0.409635 0.114386 98.901227 5.623505 4.590886 0.145531 1.144005 327.850470 0.248604 0.098971 1.887951 1.075770 0.092700 71.865141 52.481591 5.494191 2.603084 62.292946 0.157117 0.107099 2.994013 0.243612 0.268020 9.749568 9.757711 32411.302088 0.141167 0.469038 0.141957 0.934278 73.641270 12.275843 85.152728 6.348250 44.950948 0.229920
min -0.853130 0.000000 -1.413400 -0.403110 -1018.600000 -1.714800 -0.853130 -0.513300 0.064455 -1.054600 -0.853130 -6.510100 -0.761980 -0.853130 -56078.000000 -4.947700 0.486700 -0.853130 -0.762400 0.000000 0.071740 -0.827790 -0.708590 -2.568700 -1.477500 -4.947700 -4504.300000 -64.132000 1.095000 -3.481300 -0.848340 -255.100000 -1.433400 -6.089000 -0.998300 0.055630 -4.325800 -0.804810 -0.600290 -0.342860 -7.667800 -0.549080 0.000000 0.000000 -58.905000 -0.342860 0.000000 -1.155200 -0.753560 0.031968 -0.186610 -0.697640 -63.132000 -63.132000 -280650.000000 -0.685740 -3.883100 -0.164390 -6.950300 0.555770 0.414860 -236.530000 -1.543200 0.048115 0.000000
25% 0.007459 0.258700 0.057415 1.128600 -39.696000 0.000000 0.010859 0.534300 1.020700 0.340020 0.021520 0.027904 0.028879 0.010859 328.900000 0.091443 1.560600 0.010859 0.007135 19.969000 0.998820 0.009052 0.005130 0.040158 0.212700 0.084690 0.182010 0.110700 3.709800 0.090403 0.010886 49.848000 2.938500 0.258820 0.012544 1.097700 2.050267 0.447990 0.008122 0.053285 0.036870 0.005871 77.122000 39.578000 0.039052 0.662900 21.362000 -0.025269 -0.017421 0.871150 0.189980 0.136320 0.792970 1.018600 181.360000 0.014944 0.020838 0.879530 0.000000 5.356000 4.375400 45.116000 3.190700 2.219400 0.000000
50% 0.051488 0.441370 0.224980 1.671500 1.495200 0.000000 0.061477 1.191500 1.140900 0.530950 0.075218 0.184450 0.070141 0.061477 962.610000 0.253720 2.265700 0.061477 0.038589 39.521000 1.121800 0.066970 0.032598 0.173650 0.438500 0.227950 1.082100 0.546970 4.208400 0.219770 0.045983 78.940000 4.625500 1.766300 0.066459 1.572700 6.324033 0.624710 0.042931 0.178560 0.096786 0.043466 106.700000 58.878000 0.287940 1.074400 43.076000 0.023558 0.015255 1.307100 0.326630 0.215620 1.304200 1.450300 2097.800000 0.054256 0.111590 0.948960 0.011835 9.142700 6.199300 72.809000 5.011700 4.148600 0.000000
75% 0.117500 0.640800 0.415130 2.875100 47.355000 0.126180 0.137610 2.746100 1.790000 0.716650 0.149150 0.547190 0.133770 0.137610 2323.200000 0.631880 3.865500 0.137610 0.088810 68.063000 1.267600 0.139610 0.076167 0.362480 0.638900 0.570330 4.557900 1.559700 4.691100 0.383730 0.098837 124.260000 7.334100 4.037100 0.140760 2.208600 27.116967 0.767940 0.091868 0.644200 0.207410 0.090833 147.170000 83.422000 0.840330 1.931600 74.114000 0.097947 0.060330 2.338500 0.503110 0.339110 2.283700 2.422700 8354.700000 0.121660 0.237630 0.987410 0.213890 17.403000 9.218700 114.350000 8.081600 9.087200 0.000000
max 1.095900 2.054600 1.000000 54.931000 1721.700000 1.872400 1.095900 110.290000 14.712000 1.000000 1.200000 13.447000 0.911850 1.095900 92023.000000 15.456000 111.560000 1.095900 0.870980 656.750000 5.182700 1.232100 0.720740 3.382700 1.000000 14.057033 17815.000000 201.800000 9.698300 7.848500 0.872320 2297.400000 69.417000 65.466000 1.114200 13.762000 4967.100000 1.170100 0.608690 32.770000 17.946000 0.874480 959.560000 879.810000 100.790000 45.927000 1080.600000 1.232100 0.833610 54.931000 1.790900 6.294400 202.640000 202.640000 443550.000000 1.000000 6.514400 1.760100 14.239000 1499.500000 199.650000 1266.800000 82.681000 858.180000 1.000000
(5269, 65)
--------------------------------------------------------------
In [14]:
df1.columns = df1.columns.str.replace('Attr','X')
df2.columns = df2.columns.str.replace('Attr','X')
df3.columns = df3.columns.str.replace('Attr','X')
df4.columns = df4.columns.str.replace('Attr','X')
df5.columns = df5.columns.str.replace('Attr','X')

df1.columns = df1.columns.str.replace('class','Y')
df2.columns = df2.columns.str.replace('class','Y')
df3.columns = df3.columns.str.replace('class','Y')
df4.columns = df4.columns.str.replace('class','Y')
df5.columns = df5.columns.str.replace('class','Y')
In [15]:
df_list = [df1,df2,df3,df4,df5]

def find_correlation(df):
    corr = df.corr()
    return corr

for i in range(5):
    print("For df"+str(i+1))
    display(find_correlation(df_list[i]))
    print("--------------------------------------------------------------------------")
For df1
X1 X2 X3 X4 X5 X6 X7 X8 X9 X10 X11 X12 X13 X14 X15 X16 X17 X18 X19 X20 X21 X22 X23 X24 X25 X26 X27 X28 X29 X30 X31 X32 X33 X34 X35 X36 X37 X38 X39 X40 X41 X42 X43 X44 X45 X46 X47 X48 X49 X50 X51 X52 X53 X54 X55 X56 X57 X58 X59 X60 X61 X62 X63 X64 Y
X1 1.000000 -0.326349 0.396757 0.243474 0.060995 0.324021 0.976090 0.196024 0.223915 0.350181 0.959291 0.616582 0.617992 0.976090 -0.116480 0.559659 0.184568 0.976090 0.755596 -0.196453 0.070247 0.884984 0.773794 0.807262 0.349395 0.557168 0.164943 0.166866 -0.178012 -0.327192 0.729664 -0.235105 0.250266 0.329468 0.848413 0.210854 0.032549 0.287636 0.631880 0.178105 -0.041902 0.693523 -0.188881 -0.090576 0.360163 0.261183 -0.111603 0.773930 0.653678 0.264459 -0.252562 -0.231766 0.187311 0.178512 0.069565 0.470774 0.579025 -0.490181 -0.106375 0.072144 0.063852 -0.314217 0.330514 0.061557 -0.096806
X2 -0.326349 1.000000 -0.653523 -0.537158 -0.153735 -0.362606 -0.327064 -0.615892 0.157183 -0.977546 -0.295013 -0.438299 -0.391524 -0.327064 0.212265 -0.485793 -0.616422 -0.327064 -0.385816 0.013160 0.056913 -0.283673 -0.372246 -0.397627 -0.802015 -0.473757 -0.064370 -0.088306 -0.088727 0.526264 -0.353630 0.399163 -0.426532 -0.293407 -0.288284 0.187928 -0.128233 -0.837651 -0.345021 -0.398118 0.106264 -0.346680 0.055729 0.070665 -0.116784 -0.498082 -0.028754 -0.230574 -0.251006 -0.563739 0.846655 0.396672 -0.140267 -0.106812 -0.244115 -0.246313 0.072203 0.253628 0.273677 0.010713 -0.049761 0.453882 -0.463007 0.148090 0.110387
X3 0.396757 -0.653523 1.000000 0.607453 0.174366 0.269640 0.411518 0.406772 0.031803 0.659289 0.399835 0.399590 0.308078 0.411518 -0.133464 0.404618 0.399223 0.411518 0.384410 0.111366 -0.046914 0.362622 0.366879 0.434185 0.565674 0.387313 0.091422 0.385811 -0.113996 -0.514414 0.359285 -0.430108 0.362551 0.322609 0.365654 -0.005597 0.129787 0.603028 0.332842 0.415973 -0.067178 0.340443 0.123433 0.075878 0.083154 0.548430 0.157311 0.328042 0.328443 0.588437 -0.613648 -0.427586 0.368574 0.368401 0.282004 0.282841 0.077955 -0.289643 -0.130836 -0.028735 -0.103631 -0.499017 0.403922 0.118616 -0.097930
X4 0.243474 -0.537158 0.607453 1.000000 0.162472 0.168459 0.244643 0.807070 -0.065366 0.537761 0.234327 0.675040 0.313337 0.244643 -0.107279 0.674738 0.795869 0.244643 0.339492 0.075643 -0.041590 0.208034 0.332090 0.275641 0.438488 0.664267 0.071798 0.150793 -0.021253 -0.399387 0.323147 -0.293922 0.577573 0.399303 0.205337 -0.126069 0.122697 0.507685 0.281312 0.840888 -0.057032 0.300278 0.056932 0.011188 0.071686 0.949981 0.119706 0.188365 0.248445 0.915740 -0.515024 -0.292438 0.153923 0.148534 0.175679 0.232725 0.009439 -0.239596 -0.091505 -0.027024 -0.015608 -0.326142 0.645514 -0.023223 -0.056923
X5 0.060995 -0.153735 0.174366 0.162472 1.000000 0.044342 0.063378 0.133097 0.034662 0.157317 0.060929 0.111715 0.065809 0.063378 -0.062807 0.111935 0.131515 0.063378 0.082960 -0.078173 -0.016661 0.052768 0.078008 0.073018 0.103733 0.108680 0.037616 0.031836 -0.033268 -0.199128 0.075267 -0.199898 0.115428 0.110231 0.045543 0.023393 0.030682 0.153382 0.064726 0.139641 -0.016404 0.072266 -0.043941 0.010773 0.043574 0.175695 -0.064204 0.042200 0.070558 0.150708 -0.153698 -0.194931 0.032110 0.031498 0.066206 0.025560 -0.027971 -0.030859 0.016095 0.027838 0.003623 -0.195260 0.123166 -0.006152 -0.022760
X6 0.324021 -0.362606 0.269640 0.168459 0.044342 1.000000 0.332103 0.205279 -0.209491 0.331303 0.294376 0.275219 0.307999 0.332103 -0.084216 0.282371 0.213150 0.332103 0.366839 -0.055441 -0.007357 0.340601 0.354888 0.594163 0.505015 0.272053 -0.016745 0.031424 0.230785 -0.227336 0.293786 -0.184650 0.170920 -0.119642 0.335225 -0.010392 0.097040 0.296509 0.362391 0.127272 -0.072327 0.381898 -0.070826 -0.051836 0.077565 0.159318 -0.038899 0.311288 0.348770 0.206821 -0.297378 -0.182731 0.042997 0.034524 0.206198 0.140518 0.136836 -0.152618 -0.035212 -0.000473 0.020718 -0.209269 0.187877 -0.039559 -0.081797
X7 0.976090 -0.327064 0.411518 0.244643 0.063378 0.332103 1.000000 0.192320 0.235197 0.349654 0.983275 0.617829 0.621508 1.000000 -0.126786 0.559773 0.181209 1.000000 0.767056 -0.205285 0.071634 0.923156 0.755449 0.826733 0.355367 0.541481 0.164710 0.176247 -0.180539 -0.341924 0.729135 -0.249607 0.249805 0.328383 0.883005 0.227158 0.038444 0.282291 0.649174 0.184037 -0.057781 0.714120 -0.197179 -0.094358 0.354796 0.264741 -0.123514 0.809305 0.678341 0.268651 -0.248736 -0.245955 0.196231 0.186947 0.076128 0.459719 0.573161 -0.481509 -0.115163 0.085578 0.061501 -0.324576 0.327930 0.075751 -0.092009
X8 0.196024 -0.615892 0.406772 0.807070 0.133097 0.205279 0.192320 1.000000 -0.103644 0.611097 0.176040 0.661578 0.335043 0.192320 -0.120391 0.756557 0.993450 0.192320 0.326016 0.004591 -0.022667 0.161131 0.321215 0.243162 0.497837 0.754086 0.059665 0.041513 0.046427 -0.390724 0.304057 -0.258168 0.551704 0.379244 0.158838 -0.168308 0.135899 0.528334 0.271940 0.706702 -0.062705 0.290284 -0.013964 -0.025443 0.102052 0.786522 0.037982 0.139380 0.205811 0.865758 -0.521807 -0.256954 0.070687 0.053612 0.156445 0.192182 -0.035869 -0.198760 -0.144895 -0.010231 0.053836 -0.282970 0.611569 -0.075858 -0.052645
X9 0.223915 0.157183 0.031803 -0.065366 0.034662 -0.209491 0.235197 -0.103644 1.000000 -0.107845 0.274376 0.039193 -0.122376 0.235197 -0.008647 0.031650 -0.113380 0.235197 -0.038157 -0.278954 -0.008810 0.225750 -0.027386 0.115125 -0.185868 0.031381 0.112540 0.107026 -0.515819 -0.229220 -0.028552 -0.238344 0.254417 0.593536 0.206882 0.743897 -0.055281 -0.192546 -0.055595 -0.059076 0.013631 -0.045953 -0.349060 -0.249867 0.068722 -0.040797 -0.250311 0.184009 0.049414 -0.044439 0.231188 -0.238695 0.112798 0.109459 -0.095786 -0.000588 0.216880 0.014196 -0.052896 0.163801 0.211457 -0.253308 0.242390 0.287262 0.015843
X10 0.350181 -0.977546 0.659289 0.537761 0.157317 0.331303 0.349654 0.611097 -0.107845 1.000000 0.323413 0.449569 0.400084 0.349654 -0.216054 0.490957 0.596195 0.349654 0.398788 -0.015248 -0.054449 0.302413 0.386647 0.406680 0.793440 0.479560 0.074384 0.097709 0.035350 -0.521804 0.372810 -0.401397 0.426690 0.347547 0.306721 -0.171495 0.115298 0.865442 0.354022 0.393919 -0.096660 0.355225 -0.056261 -0.069416 0.128263 0.497718 0.034293 0.244634 0.261326 0.557253 -0.832292 -0.399470 0.155870 0.123081 0.216391 0.280854 -0.061592 -0.286775 -0.266165 -0.009758 0.049084 -0.462685 0.467710 -0.135968 -0.111195
X11 0.959291 -0.295013 0.399835 0.234327 0.060929 0.294376 0.983275 0.176040 0.274376 0.323413 1.000000 0.602585 0.600070 0.983275 -0.123249 0.543390 0.163877 0.983275 0.745805 -0.208071 0.069774 0.918444 0.735235 0.806086 0.318261 0.525820 0.154741 0.178343 -0.216150 -0.333093 0.713109 -0.246064 0.242320 0.349890 0.877228 0.242599 0.029619 0.260594 0.637573 0.178211 -0.059290 0.702500 -0.200753 -0.096984 0.347360 0.255475 -0.126407 0.805414 0.670818 0.255974 -0.223882 -0.242277 0.197796 0.189825 0.062197 0.450792 0.567610 -0.465632 -0.109538 0.086187 0.064709 -0.320307 0.319185 0.089120 -0.089304
X12 0.616582 -0.438299 0.399590 0.675040 0.111715 0.275219 0.617829 0.661578 0.039193 0.449569 0.602585 1.000000 0.554295 0.617829 -0.113281 0.920765 0.645144 0.617829 0.633689 -0.109868 0.024307 0.561839 0.629853 0.559097 0.403277 0.911196 0.138654 0.091236 -0.063391 -0.315392 0.600949 -0.247690 0.543579 0.434184 0.539652 -0.003604 0.075008 0.420455 0.536693 0.558518 -0.060045 0.587187 -0.122225 -0.075536 0.265171 0.679847 -0.040519 0.491444 0.517160 0.652569 -0.405030 -0.245809 0.111066 0.101949 0.094805 0.382130 0.244566 -0.397283 -0.085829 0.035646 0.079622 -0.290260 0.658363 -0.021092 -0.068831
X13 0.617992 -0.391524 0.308078 0.313337 0.065809 0.307999 0.621508 0.335043 -0.122376 0.400084 0.600070 0.554295 1.000000 0.621508 -0.115823 0.559578 0.331605 0.621508 0.885595 -0.024498 0.049407 0.530547 0.871606 0.551415 0.380577 0.550584 0.064838 0.066566 0.091137 -0.165038 0.861606 -0.001836 0.049096 0.075337 0.507084 -0.239355 0.048505 0.414850 0.715844 0.285271 -0.079781 0.781828 0.030308 0.069476 0.267618 0.325951 0.142321 0.313561 0.461774 0.300168 -0.407037 0.001867 0.082954 0.076426 0.152167 0.638473 0.306944 -0.668951 -0.042025 -0.012819 -0.063389 -0.171752 0.145282 -0.080398 -0.125782
X14 0.976090 -0.327064 0.411518 0.244643 0.063378 0.332103 1.000000 0.192320 0.235197 0.349654 0.983275 0.617829 0.621508 1.000000 -0.126786 0.559773 0.181209 1.000000 0.767056 -0.205285 0.071634 0.923156 0.755449 0.826733 0.355367 0.541481 0.164710 0.176247 -0.180539 -0.341924 0.729135 -0.249607 0.249805 0.328383 0.883005 0.227158 0.038444 0.282291 0.649174 0.184037 -0.057781 0.714120 -0.197179 -0.094358 0.354796 0.264741 -0.123514 0.809305 0.678341 0.268651 -0.248736 -0.245955 0.196231 0.186947 0.076128 0.459719 0.573161 -0.481509 -0.115163 0.085578 0.061501 -0.324576 0.327930 0.075751 -0.092009
X15 -0.116480 0.212265 -0.133464 -0.107279 -0.062807 -0.084216 -0.126786 -0.120391 -0.008647 -0.216054 -0.123249 -0.113281 -0.115823 -0.126786 1.000000 -0.123337 -0.119374 -0.126786 -0.095417 0.055900 0.012822 -0.116077 -0.079930 -0.145622 -0.172726 -0.119071 -0.022756 -0.007066 0.021640 0.149799 -0.085350 0.147657 -0.101709 -0.083222 -0.112513 -0.013806 -0.025187 -0.176433 -0.074902 -0.078007 0.191069 -0.083577 0.068646 0.048118 -0.056073 -0.104611 0.030515 -0.067815 -0.041027 -0.114358 0.166841 0.147674 -0.024892 -0.014362 -0.036479 -0.058517 -0.037562 0.066755 0.096364 -0.014112 -0.021872 0.154951 -0.112586 0.041761 0.042441
X16 0.559659 -0.485793 0.404618 0.674738 0.111935 0.282371 0.559773 0.756557 0.031650 0.490957 0.543390 0.920765 0.559578 0.559773 -0.123337 1.000000 0.743292 0.559773 0.566261 -0.100926 0.010126 0.498178 0.563141 0.525718 0.432081 0.992908 0.132945 0.095492 -0.053544 -0.354501 0.542361 -0.232010 0.511696 0.446450 0.481009 -0.004095 0.102980 0.420724 0.473436 0.563587 -0.072403 0.518988 -0.117761 -0.077611 0.238053 0.677418 -0.011407 0.368607 0.392465 0.736878 -0.405096 -0.230204 0.121647 0.107824 0.107049 0.389877 0.196721 -0.402875 -0.121012 0.027328 0.081149 -0.291214 0.624968 -0.022179 -0.069423
X17 0.184568 -0.616422 0.399223 0.795869 0.131515 0.213150 0.181209 0.993450 -0.113380 0.596195 0.163877 0.645144 0.331605 0.181209 -0.119374 0.743292 1.000000 0.181209 0.318016 0.006529 -0.024480 0.151563 0.312776 0.237592 0.494136 0.740793 0.054567 0.037876 0.058685 -0.391695 0.294305 -0.256045 0.545034 0.352955 0.149440 -0.172477 0.137800 0.512300 0.265254 0.700153 -0.064238 0.283309 -0.012499 -0.025147 0.097978 0.776990 0.036066 0.131731 0.196079 0.857713 -0.521444 -0.254758 0.064916 0.047876 0.161604 0.174072 -0.039113 -0.180716 -0.144626 -0.010820 0.053046 -0.278256 0.601299 -0.077707 -0.052490
X18 0.976090 -0.327064 0.411518 0.244643 0.063378 0.332103 1.000000 0.192320 0.235197 0.349654 0.983275 0.617829 0.621508 1.000000 -0.126786 0.559773 0.181209 1.000000 0.767056 -0.205285 0.071634 0.923156 0.755449 0.826733 0.355367 0.541481 0.164710 0.176247 -0.180539 -0.341924 0.729135 -0.249607 0.249805 0.328383 0.883005 0.227158 0.038444 0.282291 0.649174 0.184037 -0.057781 0.714120 -0.197179 -0.094358 0.354796 0.264741 -0.123514 0.809305 0.678341 0.268651 -0.248736 -0.245955 0.196231 0.186947 0.076128 0.459719 0.573161 -0.481509 -0.115163 0.085578 0.061501 -0.324576 0.327930 0.075751 -0.092009
X19 0.755596 -0.385816 0.384410 0.339492 0.082960 0.366839 0.767056 0.326016 -0.038157 0.398788 0.745805 0.633689 0.885595 0.767056 -0.095417 0.566261 0.318016 0.767056 1.000000 -0.077883 0.067343 0.686770 0.980864 0.670760 0.401123 0.547906 0.092600 0.106727 0.027918 -0.282281 0.950263 -0.141206 0.109821 0.149783 0.652751 -0.117440 0.065347 0.378363 0.821642 0.301983 -0.050913 0.901566 -0.027878 0.034577 0.309577 0.356078 0.022907 0.612538 0.783073 0.339502 -0.359998 -0.137653 0.121439 0.114343 0.162234 0.562820 0.405019 -0.598295 -0.064212 0.009968 -0.039203 -0.256687 0.197757 -0.031399 -0.117021
X20 -0.196453 0.013160 0.111366 0.075643 -0.078173 -0.055441 -0.205285 0.004591 -0.278954 -0.015248 -0.208071 -0.109868 -0.024498 -0.205285 0.055900 -0.100926 0.006529 -0.205285 -0.077883 1.000000 -0.025468 -0.200670 -0.080853 -0.170488 -0.004475 -0.097587 -0.052196 0.054765 0.182720 0.305967 -0.069128 0.337081 -0.222890 -0.194288 -0.183447 -0.389654 -0.007996 0.005528 -0.053083 -0.052415 0.019082 -0.071136 0.751552 0.146279 -0.210922 -0.097194 0.907295 -0.153963 -0.106635 0.050030 -0.007126 0.335302 0.031735 0.041289 0.045846 0.000814 -0.125440 0.002334 0.031518 -0.249536 -0.084251 0.361025 -0.214630 -0.046496 0.003403
X21 0.070247 0.056913 -0.046914 -0.041590 -0.016661 -0.007357 0.071634 -0.022667 -0.008810 -0.054449 0.069774 0.024307 0.049407 0.071634 0.012822 0.010126 -0.024480 0.071634 0.067343 -0.025468 1.000000 0.065774 0.067234 -0.007723 -0.058334 0.010373 0.002161 -0.003660 0.075345 0.031663 0.062770 0.041482 -0.037765 -0.021201 0.068487 0.002916 -0.009133 -0.046741 0.055030 -0.024006 0.020117 0.053705 -0.020117 -0.005189 0.014409 -0.033300 -0.015657 0.069623 0.057024 -0.040974 0.054653 0.040120 -0.004362 -0.002790 -0.027463 0.054707 0.060691 -0.055423 0.027810 -0.017920 -0.001706 0.036279 -0.028446 0.009070 -0.006425
X22 0.884984 -0.283673 0.362622 0.208034 0.052768 0.340601 0.923156 0.161131 0.225750 0.302413 0.918444 0.561839 0.530547 0.923156 -0.116077 0.498178 0.151563 0.923156 0.686770 -0.200670 0.065774 1.000000 0.667168 0.768550 0.314802 0.474632 0.150058 0.153705 -0.174654 -0.312591 0.564619 -0.261471 0.251570 0.309669 0.944891 0.234589 0.029359 0.248272 0.694289 0.151258 -0.126708 0.774584 -0.200091 -0.103251 0.338715 0.227728 -0.158746 0.900852 0.749321 0.230495 -0.216469 -0.258079 0.172568 0.165285 0.058675 0.329227 0.524513 -0.344372 -0.099114 0.089965 0.066069 -0.306070 0.305744 0.072390 -0.068114
X23 0.773794 -0.372246 0.366879 0.332090 0.078008 0.354888 0.755449 0.321215 -0.027386 0.386647 0.735235 0.629853 0.871606 0.755449 -0.079930 0.563141 0.312776 0.755449 0.980864 -0.080853 0.067234 0.667168 1.000000 0.654900 0.383372 0.561163 0.091747 0.100499 0.018686 -0.271254 0.941937 -0.127919 0.115579 0.157818 0.635383 -0.106334 0.057331 0.367294 0.802609 0.288260 -0.038565 0.878342 -0.034832 0.027061 0.313088 0.346987 0.022910 0.590771 0.759804 0.329802 -0.347952 -0.124907 0.115281 0.108580 0.150745 0.569577 0.416695 -0.600840 -0.056669 0.009165 -0.033817 -0.251735 0.204391 -0.031530 -0.120275
X24 0.807262 -0.397627 0.434185 0.275641 0.073018 0.594163 0.826733 0.243162 0.115125 0.406680 0.806086 0.559097 0.551415 0.826733 -0.145622 0.525718 0.237592 0.826733 0.670760 -0.170488 -0.007723 0.768550 0.654900 1.000000 0.433362 0.505841 0.119497 0.151287 -0.039801 -0.361163 0.626322 -0.264782 0.260083 0.228948 0.745311 0.151089 0.090075 0.335433 0.588598 0.205275 -0.081783 0.631870 -0.165012 -0.080247 0.267314 0.286306 -0.094854 0.671122 0.591734 0.306758 -0.311947 -0.260136 0.173156 0.162951 0.150039 0.404237 0.441109 -0.421337 -0.124940 0.064269 0.042663 -0.335792 0.326833 0.044141 -0.114807
X25 0.349395 -0.802015 0.565674 0.438488 0.103733 0.505015 0.355367 0.497837 -0.185868 0.793440 0.318261 0.403277 0.380577 0.355367 -0.172726 0.432081 0.494136 0.355367 0.401123 -0.004475 -0.058334 0.314802 0.383372 0.433362 1.000000 0.417073 0.051262 0.092127 0.159125 -0.432740 0.357121 -0.325717 0.318598 0.107732 0.313814 -0.146260 0.129740 0.688123 0.356128 0.327053 -0.097451 0.369016 -0.027422 -0.036733 0.112026 0.406591 0.022075 0.275922 0.295235 0.474603 -0.670854 -0.322257 0.136504 0.111142 0.225941 0.210043 0.004023 -0.223896 -0.199402 -0.022032 0.011046 -0.363992 0.354126 -0.105185 -0.105612
X26 0.557168 -0.473757 0.387313 0.664267 0.108680 0.272053 0.541481 0.754086 0.031381 0.479560 0.525820 0.911196 0.550584 0.541481 -0.119071 0.992908 0.740793 0.541481 0.547906 -0.097587 0.010373 0.474632 0.561163 0.505841 0.417073 1.000000 0.125792 0.087869 -0.053986 -0.341631 0.530708 -0.222776 0.511676 0.442935 0.458670 -0.005260 0.096620 0.412289 0.453603 0.549342 -0.066628 0.497626 -0.114841 -0.076507 0.231171 0.665020 -0.005603 0.341044 0.366578 0.723145 -0.396484 -0.221051 0.113061 0.099676 0.099557 0.388810 0.196685 -0.400813 -0.116611 0.024741 0.082131 -0.283516 0.625228 -0.025258 -0.069693
X27 0.164943 -0.064370 0.091422 0.071798 0.037616 -0.016745 0.164710 0.059665 0.112540 0.074384 0.154741 0.138654 0.064838 0.164710 -0.022756 0.132945 0.054567 0.164710 0.092600 -0.052196 0.002161 0.150058 0.091747 0.119497 0.051262 0.125792 1.000000 0.081414 -0.086710 -0.066484 0.079950 -0.054952 0.113733 0.206268 0.143477 0.079232 0.045398 0.058155 0.077067 0.048259 -0.006770 0.088307 -0.042392 -0.012380 0.105198 0.079440 -0.045534 0.136645 0.094072 0.077244 -0.047456 -0.054863 0.084091 0.082124 -0.010246 0.046597 0.084385 -0.051596 -0.006653 0.034189 0.011090 -0.061889 0.122243 0.061319 0.002595
X28 0.166866 -0.088306 0.385811 0.150793 0.031836 0.031424 0.176247 0.041513 0.107026 0.097709 0.178343 0.091236 0.066566 0.176247 -0.007066 0.095492 0.037876 0.176247 0.106727 0.054765 -0.003660 0.153705 0.100499 0.151287 0.092127 0.087869 0.081414 1.000000 -0.153213 -0.139204 0.100607 -0.049017 0.061205 0.130005 0.155606 0.086798 0.043788 0.033159 0.086616 0.115285 0.010423 0.088526 0.080111 0.066423 0.037979 0.141884 0.094310 0.142323 0.105325 0.169494 -0.034540 -0.048360 0.959893 0.967740 0.034820 0.102415 0.091248 -0.104264 -0.064103 0.009556 -0.042419 -0.082610 0.074455 0.670346 -0.017676
X29 -0.178012 -0.088727 -0.113996 -0.021253 -0.033268 0.230785 -0.180539 0.046427 -0.515819 0.035350 -0.216150 -0.063391 0.091137 -0.180539 0.021640 -0.053544 0.058685 -0.180539 0.027918 0.182720 0.075345 -0.174654 0.018686 -0.039801 0.159125 -0.053986 -0.086710 -0.153213 1.000000 0.218498 0.003304 0.210297 -0.196290 -0.430367 -0.127722 -0.416834 0.127350 0.100603 0.087655 -0.003867 -0.001484 0.028585 0.247094 0.191339 -0.097221 -0.026465 0.173370 -0.136848 -0.041897 -0.029900 -0.137430 0.221806 -0.156196 -0.155123 0.363636 0.027024 -0.151719 -0.025541 0.063788 -0.131868 -0.157079 0.216174 -0.189614 -0.195338 -0.031700
X30 -0.327192 0.526264 -0.514414 -0.399387 -0.199128 -0.227336 -0.341924 -0.390724 -0.229220 -0.521804 -0.333093 -0.315392 -0.165038 -0.341924 0.149799 -0.354501 -0.391695 -0.341924 -0.282281 0.305967 0.031663 -0.312591 -0.271254 -0.361163 -0.432740 -0.341631 -0.066484 -0.139204 0.218498 1.000000 -0.244430 0.734524 -0.382823 -0.324341 -0.303328 -0.319899 -0.119474 -0.309730 -0.228328 -0.364015 0.109142 -0.247740 0.456243 0.384104 -0.133597 -0.400289 0.244450 -0.256840 -0.301008 -0.454747 0.302272 0.731194 -0.166467 -0.144489 -0.175192 -0.148778 -0.101358 0.167133 0.275802 -0.071735 -0.154126 0.786088 -0.399682 -0.078911 0.058055
X31 0.729664 -0.353630 0.359285 0.323147 0.075267 0.293786 0.729135 0.304057 -0.028552 0.372810 0.713109 0.600949 0.861606 0.729135 -0.085350 0.542361 0.294305 0.729135 0.950263 -0.069128 0.062770 0.564619 0.941937 0.626322 0.357121 0.530708 0.079950 0.100607 0.003304 -0.244430 1.000000 -0.086405 0.078173 0.148512 0.541412 -0.123438 0.054507 0.356140 0.698510 0.285852 0.006164 0.762662 -0.014977 0.045336 0.281836 0.336883 0.063909 0.485524 0.643121 0.319312 -0.337240 -0.083476 0.114224 0.108037 0.142644 0.629768 0.394275 -0.655749 -0.057892 0.003181 -0.040431 -0.227733 0.179070 -0.034312 -0.109572
X32 -0.235105 0.399163 -0.430108 -0.293922 -0.199898 -0.184650 -0.249607 -0.258168 -0.238344 -0.401397 -0.246064 -0.247690 -0.001836 -0.249607 0.147657 -0.232010 -0.256045 -0.249607 -0.141206 0.337081 0.041482 -0.261471 -0.127919 -0.264782 -0.325717 -0.222776 -0.054952 -0.049017 0.210297 0.734524 -0.086405 1.000000 -0.438772 -0.307690 -0.232558 -0.349571 -0.030041 -0.399413 -0.102673 -0.189118 0.086163 -0.153092 0.538384 0.476767 -0.087413 -0.268970 0.381393 -0.266288 -0.258034 -0.270990 0.406031 0.987457 -0.055002 -0.051243 -0.139176 0.122406 -0.065121 -0.091053 0.059178 -0.076398 -0.181448 0.912674 -0.426607 -0.029464 0.046588
X33 0.250266 -0.426532 0.362551 0.577573 0.115428 0.170920 0.249805 0.551704 0.254417 0.426690 0.242320 0.543579 0.049096 0.249805 -0.101709 0.511696 0.545034 0.249805 0.109821 -0.222890 -0.037765 0.251570 0.115579 0.260083 0.318598 0.511676 0.113733 0.061205 -0.196290 -0.382823 0.078173 -0.438772 1.000000 0.614755 0.230263 0.338428 0.024640 0.410218 0.087494 0.412527 -0.071175 0.113080 -0.330689 -0.277302 0.116108 0.559419 -0.216676 0.215985 0.147058 0.490566 -0.417774 -0.437244 0.074638 0.068082 0.045425 -0.016812 0.046273 0.014715 -0.072479 0.127452 0.293917 -0.440942 0.981398 0.032090 -0.038506
X34 0.329468 -0.293407 0.322609 0.399303 0.110231 -0.119642 0.328383 0.379244 0.593536 0.347547 0.349890 0.434184 0.075337 0.328383 -0.083222 0.446450 0.352955 0.328383 0.149783 -0.194288 -0.021201 0.309669 0.157818 0.228948 0.107732 0.442935 0.206268 0.130005 -0.430367 -0.324341 0.148512 -0.307690 0.614755 1.000000 0.286051 0.372185 -0.009921 0.258252 0.110991 0.297167 -0.033404 0.135970 -0.254218 -0.190677 0.134621 0.396162 -0.167471 0.269577 0.175855 0.411330 -0.212767 -0.307595 0.161575 0.149008 -0.056731 0.094077 0.115626 -0.089806 -0.116652 0.116552 0.198112 -0.323455 0.629337 0.111210 -0.020163
X35 0.848413 -0.288284 0.365654 0.205337 0.045543 0.335225 0.883005 0.158838 0.206882 0.306721 0.877228 0.539652 0.507084 0.883005 -0.112513 0.481009 0.149440 0.883005 0.652751 -0.183447 0.068487 0.944891 0.635383 0.745311 0.313814 0.458670 0.143477 0.155606 -0.127722 -0.303328 0.541412 -0.232558 0.230263 0.286051 1.000000 0.216318 0.031865 0.253086 0.774240 0.146631 -0.112863 0.725557 -0.182109 -0.093175 0.326236 0.222317 -0.122248 0.848347 0.700412 0.226242 -0.219181 -0.231623 0.173807 0.166145 0.058122 0.413848 0.494947 -0.391366 -0.094287 0.086829 0.052478 -0.298154 0.294276 0.069722 -0.076621
X36 0.210854 0.187928 -0.005597 -0.126069 0.023393 -0.010392 0.227158 -0.168308 0.743897 -0.171495 0.242599 -0.003604 -0.239355 0.227158 -0.013806 -0.004095 -0.172477 0.227158 -0.117440 -0.389654 0.002916 0.234589 -0.106334 0.151089 -0.146260 -0.005260 0.079232 0.086798 -0.416834 -0.319899 -0.123438 -0.349571 0.338428 0.372185 0.216318 1.000000 -0.027861 -0.284521 -0.124888 -0.113455 -0.013594 -0.116832 -0.498695 -0.365690 0.052582 -0.096048 -0.367937 0.196071 0.035289 -0.082215 0.311728 -0.348918 0.089310 0.085878 -0.091692 -0.121436 0.236659 0.129237 -0.079671 0.199717 0.340902 -0.350825 0.302891 0.329426 0.031900
X37 0.032549 -0.128233 0.129787 0.122697 0.030682 0.097040 0.038444 0.135899 -0.055281 0.115298 0.029619 0.075008 0.048505 0.038444 -0.025187 0.102980 0.137800 0.038444 0.065347 -0.007996 -0.009133 0.029359 0.057331 0.090075 0.129740 0.096620 0.045398 0.043788 0.127350 -0.119474 0.054507 -0.030041 0.024640 -0.009921 0.031865 -0.027861 1.000000 0.024257 0.050777 0.105644 -0.022060 0.052423 0.044601 0.074726 0.002925 0.126519 -0.000922 0.036935 0.055275 0.169818 -0.032489 -0.029861 0.050576 0.040354 0.126607 0.034471 0.001198 -0.038575 -0.092954 -0.009553 -0.057069 -0.031043 0.035174 0.020111 -0.016290
X38 0.287636 -0.837651 0.603028 0.507685 0.153382 0.296509 0.282291 0.528334 -0.192546 0.865442 0.260594 0.420455 0.414850 0.282291 -0.176433 0.420724 0.512300 0.282291 0.378363 0.005528 -0.046741 0.248272 0.367294 0.335433 0.688123 0.412289 0.058155 0.033159 0.100603 -0.309730 0.356140 -0.399413 0.410218 0.258252 0.253086 -0.284521 0.024257 1.000000 0.350215 0.356022 -0.059426 0.352281 -0.044666 -0.072403 0.112364 0.459838 0.051596 0.193345 0.225425 0.444226 -0.955721 -0.395505 0.068954 0.065756 0.218308 0.275853 -0.084405 -0.277015 0.006304 -0.022221 0.041259 -0.460044 0.447696 -0.218204 -0.114210
X39 0.631880 -0.345021 0.332842 0.281312 0.064726 0.362391 0.649174 0.271940 -0.055595 0.354022 0.637573 0.536693 0.715844 0.649174 -0.074902 0.473436 0.265254 0.649174 0.821642 -0.053083 0.055030 0.694289 0.802609 0.588598 0.356128 0.453603 0.077067 0.086616 0.087655 -0.228328 0.698510 -0.102673 0.087494 0.110991 0.774240 -0.124888 0.050777 0.350215 1.000000 0.240088 -0.092725 0.898739 -0.007712 0.040494 0.272825 0.292557 0.032904 0.633172 0.790878 0.277090 -0.328982 -0.104573 0.100577 0.094850 0.129552 0.550423 0.322696 -0.519883 -0.043291 0.015838 -0.043819 -0.219287 0.164618 -0.037438 -0.110502
X40 0.178105 -0.398118 0.415973 0.840888 0.139641 0.127272 0.184037 0.706702 -0.059076 0.393919 0.178211 0.558518 0.285271 0.184037 -0.078007 0.563587 0.700153 0.184037 0.301983 -0.052415 -0.024006 0.151258 0.288260 0.205275 0.327053 0.549342 0.048259 0.115285 -0.003867 -0.364015 0.285852 -0.189118 0.412527 0.297167 0.146631 -0.113455 0.105644 0.356022 0.240088 1.000000 -0.034368 0.261237 -0.082599 -0.072460 0.103109 0.894416 -0.009278 0.141881 0.209307 0.807240 -0.365749 -0.188150 0.124372 0.115832 0.144978 0.181531 0.008704 -0.190607 -0.075387 0.018058 0.073445 -0.209859 0.470617 -0.018106 -0.031819
X41 -0.041902 0.106264 -0.067178 -0.057032 -0.016404 -0.072327 -0.057781 -0.062705 0.013631 -0.096660 -0.059290 -0.060045 -0.079781 -0.057781 0.191069 -0.072403 -0.064238 -0.057781 -0.050913 0.019082 0.020117 -0.126708 -0.038565 -0.081783 -0.097451 -0.066628 -0.006770 0.010423 -0.001484 0.109142 0.006164 0.086163 -0.071175 -0.033404 -0.112863 -0.013594 -0.022060 -0.059426 -0.092725 -0.034368 1.000000 -0.110083 0.020856 0.012562 -0.029903 -0.054440 0.032904 -0.073275 -0.059915 -0.065160 0.059960 0.088069 -0.006640 -0.001490 -0.015730 0.058469 -0.005493 -0.052102 0.101975 -0.009817 -0.013140 0.076190 -0.063716 0.027448 -0.034672
X42 0.693523 -0.346680 0.340443 0.300278 0.072266 0.381898 0.714120 0.290284 -0.045953 0.355225 0.702500 0.587187 0.781828 0.714120 -0.083577 0.518988 0.283309 0.714120 0.901566 -0.071136 0.053705 0.774584 0.878342 0.631870 0.369016 0.497626 0.088307 0.088526 0.028585 -0.247740 0.762662 -0.153092 0.113080 0.135970 0.725557 -0.116832 0.052423 0.352281 0.898739 0.261237 -0.110083 1.000000 -0.030672 0.023770 0.294732 0.314647 -0.011839 0.706938 0.883226 0.300565 -0.334756 -0.150218 0.102880 0.097392 0.139060 0.449029 0.368123 -0.473041 -0.049065 0.015430 -0.036616 -0.236985 0.180693 -0.036894 -0.093740
X43 -0.188881 0.055729 0.123433 0.056932 -0.043941 -0.070826 -0.197179 -0.013964 -0.349060 -0.056261 -0.200753 -0.122225 0.030308 -0.197179 0.068646 -0.117761 -0.012499 -0.197179 -0.027878 0.751552 -0.020117 -0.200091 -0.034832 -0.165012 -0.027422 -0.114841 -0.042392 0.080111 0.247094 0.456243 -0.014977 0.538384 -0.330689 -0.254218 -0.182109 -0.498695 0.044601 -0.044666 -0.007712 -0.082599 0.020856 -0.030672 1.000000 0.762515 -0.140248 -0.018323 0.691110 -0.135975 -0.082138 0.044673 0.049333 0.533902 0.054042 0.065959 0.074756 0.037701 -0.109322 -0.036782 0.024268 -0.178713 -0.349302 0.554975 -0.315698 -0.034253 -0.003813
X44 -0.090576 0.070665 0.075878 0.011188 0.010773 -0.051836 -0.094358 -0.025443 -0.249867 -0.069416 -0.096984 -0.075536 0.069476 -0.094358 0.048118 -0.077611 -0.025147 -0.094358 0.034577 0.146279 -0.005189 -0.103251 0.027061 -0.080247 -0.036733 -0.076507 -0.012380 0.066423 0.191339 0.384104 0.045336 0.476767 -0.277302 -0.190677 -0.093175 -0.365690 0.074726 -0.072403 0.040494 -0.072460 0.012562 0.023770 0.762515 1.000000 -0.003454 0.067845 0.146560 -0.052909 -0.018593 0.017925 0.080970 0.471791 0.049916 0.058416 0.067140 0.055737 -0.040914 -0.057447 0.005480 -0.023266 -0.441184 0.478165 -0.262922 -0.005766 -0.009055
X45 0.360163 -0.116784 0.083154 0.071686 0.043574 0.077565 0.354796 0.102052 0.068722 0.128263 0.347360 0.265171 0.267618 0.354796 -0.056073 0.238053 0.097978 0.354796 0.309577 -0.210922 0.014409 0.338715 0.313088 0.267314 0.112026 0.231171 0.105198 0.037979 -0.097221 -0.133597 0.281836 -0.087413 0.116108 0.134621 0.326236 0.052582 0.002925 0.112364 0.272825 0.103109 -0.029903 0.294732 -0.140248 -0.003454 1.000000 0.141575 -0.184979 0.294921 0.262612 0.072535 -0.103162 -0.086553 0.046443 0.041850 0.003823 0.169934 0.218203 -0.184870 -0.031956 0.554013 0.026723 -0.114355 0.145171 -0.001117 -0.012002
X46 0.261183 -0.498082 0.548430 0.949981 0.175695 0.159318 0.264741 0.786522 -0.040797 0.497718 0.255475 0.679847 0.325951 0.264741 -0.104611 0.677418 0.776990 0.264741 0.356078 -0.097194 -0.033300 0.227728 0.346987 0.286306 0.406591 0.665020 0.079440 0.141884 -0.026465 -0.400289 0.336883 -0.268970 0.559419 0.396162 0.222317 -0.096048 0.126519 0.459838 0.292557 0.894416 -0.054440 0.314647 -0.018323 0.067845 0.141575 1.000000 -0.043478 0.207174 0.263004 0.888218 -0.465439 -0.267461 0.150054 0.142487 0.168443 0.226639 0.030366 -0.235152 -0.092030 0.037614 -0.038721 -0.299450 0.625419 -0.014125 -0.059700
X47 -0.111603 -0.028754 0.157311 0.119706 -0.064204 -0.038899 -0.123514 0.037982 -0.250311 0.034293 -0.126407 -0.040519 0.142321 -0.123514 0.030515 -0.011407 0.036066 -0.123514 0.022907 0.907295 -0.015657 -0.158746 0.022910 -0.094854 0.022075 -0.005603 -0.045534 0.094310 0.173370 0.244450 0.063909 0.381393 -0.216676 -0.167471 -0.122248 -0.367937 -0.000922 0.051596 0.032904 -0.009278 0.032904 -0.011839 0.691110 0.146560 -0.184979 -0.043478 1.000000 -0.202016 -0.133074 0.086641 -0.049213 0.395671 0.074705 0.083827 0.057529 0.288556 -0.084491 -0.275384 0.021595 -0.230434 -0.088548 0.284068 -0.172719 -0.032287 -0.016371
X48 0.773930 -0.230574 0.328042 0.188365 0.042200 0.311288 0.809305 0.139380 0.184009 0.244634 0.805414 0.491444 0.313561 0.809305 -0.067815 0.368607 0.131731 0.809305 0.612538 -0.153963 0.069623 0.900852 0.590771 0.671122 0.275922 0.341044 0.136645 0.142323 -0.136848 -0.256840 0.485524 -0.266288 0.215985 0.269577 0.848347 0.196071 0.036935 0.193345 0.633172 0.141881 -0.073275 0.706938 -0.135975 -0.052909 0.294921 0.207174 -0.202016 1.000000 0.844284 0.210779 -0.163302 -0.264126 0.154934 0.150065 0.059549 0.139318 0.465486 -0.155648 -0.078807 0.077729 0.038406 -0.235732 0.245917 0.083556 -0.041706
X49 0.653678 -0.251006 0.328443 0.248445 0.070558 0.348770 0.678341 0.205811 0.049414 0.261326 0.670818 0.517160 0.461774 0.678341 -0.041027 0.392465 0.196079 0.678341 0.783073 -0.106635 0.057024 0.749321 0.759804 0.591734 0.295235 0.366578 0.094072 0.105325 -0.041897 -0.301008 0.643121 -0.258034 0.147058 0.175855 0.700412 0.035289 0.055275 0.225425 0.790878 0.209307 -0.059915 0.883226 -0.082138 -0.018593 0.262612 0.263004 -0.133074 0.844284 1.000000 0.261978 -0.201785 -0.256096 0.114369 0.109841 0.112322 0.247070 0.371794 -0.271116 -0.057620 0.035388 -0.002612 -0.261893 0.187458 0.021247 -0.059196
X50 0.264459 -0.563739 0.588437 0.915740 0.150708 0.206821 0.268651 0.865758 -0.044439 0.557253 0.255974 0.652569 0.300168 0.268651 -0.114358 0.736878 0.857713 0.268651 0.339502 0.050030 -0.040974 0.230495 0.329802 0.306758 0.474603 0.723145 0.077244 0.169494 -0.029900 -0.454747 0.319312 -0.270990 0.490566 0.411330 0.226242 -0.082215 0.169818 0.444226 0.277090 0.807240 -0.065160 0.300565 0.044673 0.017925 0.072535 0.888218 0.086641 0.210779 0.261978 1.000000 -0.437595 -0.269809 0.190824 0.174640 0.176115 0.211421 0.018764 -0.219596 -0.160878 -0.026518 -0.015923 -0.298191 0.558734 0.004034 -0.049884
X51 -0.252562 0.846655 -0.613648 -0.515024 -0.153698 -0.297378 -0.248736 -0.521807 0.231188 -0.832292 -0.223882 -0.405030 -0.407037 -0.248736 0.166841 -0.405096 -0.521444 -0.248736 -0.359998 -0.007126 0.054653 -0.216469 -0.347952 -0.311947 -0.670854 -0.396484 -0.047456 -0.034540 -0.137430 0.302272 -0.337240 0.406031 -0.417774 -0.212767 -0.219181 0.311728 -0.032489 -0.955721 -0.328982 -0.365749 0.059960 -0.334756 0.049333 0.080970 -0.103162 -0.465439 -0.049213 -0.163302 -0.201785 -0.437595 1.000000 0.401924 -0.046429 -0.041578 -0.244665 -0.253667 0.101459 0.257717 0.002437 0.018324 -0.047326 0.465732 -0.451278 0.235169 0.102256
X52 -0.231766 0.396672 -0.427586 -0.292438 -0.194931 -0.182731 -0.245955 -0.256954 -0.238695 -0.399470 -0.242277 -0.245809 0.001867 -0.245955 0.147674 -0.230204 -0.254758 -0.245955 -0.137653 0.335302 0.040120 -0.258079 -0.124907 -0.260136 -0.322257 -0.221051 -0.054863 -0.048360 0.221806 0.731194 -0.083476 0.987457 -0.437244 -0.307595 -0.231623 -0.348918 -0.029861 -0.395505 -0.104573 -0.188150 0.088069 -0.150218 0.533902 0.471791 -0.086553 -0.267461 0.395671 -0.264126 -0.256096 -0.269809 0.401924 1.000000 -0.054454 -0.050593 -0.138383 0.126000 -0.061757 -0.094274 0.060490 -0.076159 -0.180070 0.907343 -0.424185 -0.029245 0.034863
X53 0.187311 -0.140267 0.368574 0.153923 0.032110 0.042997 0.196231 0.070687 0.112798 0.155870 0.197796 0.111066 0.082954 0.196231 -0.024892 0.121647 0.064916 0.196231 0.121439 0.031735 -0.004362 0.172568 0.115281 0.173156 0.136504 0.113061 0.084091 0.959893 -0.156196 -0.166467 0.114224 -0.055002 0.074638 0.161575 0.173807 0.089310 0.050576 0.068954 0.100577 0.124372 -0.006640 0.102880 0.054042 0.049916 0.046443 0.150054 0.074705 0.154934 0.114369 0.190824 -0.046429 -0.054454 1.000000 0.992230 0.026990 0.113103 0.085274 -0.114823 -0.093332 0.011946 -0.027318 -0.090521 0.090038 0.653894 -0.023495
X54 0.178512 -0.106812 0.368401 0.148534 0.031498 0.034524 0.186947 0.053612 0.109459 0.123081 0.189825 0.101949 0.076426 0.186947 -0.014362 0.107824 0.047876 0.186947 0.114343 0.041289 -0.002790 0.165285 0.108580 0.162951 0.111142 0.099676 0.082124 0.967740 -0.155123 -0.144489 0.108037 -0.051243 0.068082 0.149008 0.166145 0.085878 0.040354 0.065756 0.094850 0.115832 -0.001490 0.097392 0.065959 0.058416 0.041850 0.142487 0.083827 0.150065 0.109841 0.174640 -0.041578 -0.050593 0.992230 1.000000 0.027709 0.109230 0.086304 -0.110580 -0.059768 0.008501 -0.032432 -0.086273 0.082536 0.660185 -0.022031
X55 0.069565 -0.244115 0.282004 0.175679 0.066206 0.206198 0.076128 0.156445 -0.095786 0.216391 0.062197 0.094805 0.152167 0.076128 -0.036479 0.107049 0.161604 0.076128 0.162234 0.045846 -0.027463 0.058675 0.150745 0.150039 0.225941 0.099557 -0.010246 0.034820 0.363636 -0.175192 0.142644 -0.139176 0.045425 -0.056731 0.058122 -0.091692 0.126607 0.218308 0.129552 0.144978 -0.015730 0.139060 0.074756 0.067140 0.003823 0.168443 0.057529 0.059549 0.112322 0.176115 -0.244665 -0.138383 0.026990 0.027709 1.000000 0.095110 -0.011661 -0.096736 -0.024452 -0.027152 -0.046616 -0.168877 0.056900 -0.025207 -0.035766
X56 0.470774 -0.246313 0.282841 0.232725 0.025560 0.140518 0.459719 0.192182 -0.000588 0.280854 0.450792 0.382130 0.638473 0.459719 -0.058517 0.389877 0.174072 0.459719 0.562820 0.000814 0.054707 0.329227 0.569577 0.404237 0.210043 0.388810 0.046597 0.102415 0.027024 -0.148778 0.629768 0.122406 -0.016812 0.094077 0.413848 -0.121436 0.034471 0.275853 0.550423 0.181531 0.058469 0.449029 0.037701 0.055737 0.169934 0.226639 0.288556 0.139318 0.247070 0.211421 -0.253667 0.126000 0.113103 0.109230 0.095110 1.000000 0.232199 -0.947435 -0.028985 -0.017836 -0.057930 -0.167500 0.116032 -0.024547 -0.068398
X57 0.579025 0.072203 0.077955 0.009439 -0.027971 0.136836 0.573161 -0.035869 0.216880 -0.061592 0.567610 0.244566 0.306944 0.573161 -0.037562 0.196721 -0.039113 0.573161 0.405019 -0.125440 0.060691 0.524513 0.416695 0.441109 0.004023 0.196685 0.084385 0.091248 -0.151719 -0.101358 0.394275 -0.065121 0.046273 0.115626 0.494947 0.236659 0.001198 -0.084405 0.322696 0.008704 -0.005493 0.368123 -0.109322 -0.040914 0.218203 0.030366 -0.084491 0.465486 0.371794 0.018764 0.101459 -0.061757 0.085274 0.086304 -0.011661 0.232199 1.000000 -0.248293 -0.022312 0.075865 0.028061 -0.102533 0.081558 0.119526 -0.047361
X58 -0.490181 0.253628 -0.289643 -0.239596 -0.030859 -0.152618 -0.481509 -0.198760 0.014196 -0.286775 -0.465632 -0.397283 -0.668951 -0.481509 0.066755 -0.402875 -0.180716 -0.481509 -0.598295 0.002334 -0.055423 -0.344372 -0.600840 -0.421337 -0.223896 -0.400813 -0.051596 -0.104264 -0.025541 0.167133 -0.655749 -0.091053 0.014715 -0.089806 -0.391366 0.129237 -0.038575 -0.277015 -0.519883 -0.190607 -0.052102 -0.473041 -0.036782 -0.057447 -0.184870 -0.235152 -0.275384 -0.155648 -0.271116 -0.219596 0.257717 -0.094274 -0.114823 -0.110580 -0.096736 -0.947435 -0.248293 1.000000 0.039976 0.018920 0.061406 0.171050 -0.115227 0.022072 0.055436
X59 -0.106375 0.273677 -0.130836 -0.091505 0.016095 -0.035212 -0.115163 -0.144895 -0.052896 -0.266165 -0.109538 -0.085829 -0.042025 -0.115163 0.096364 -0.121012 -0.144626 -0.115163 -0.064212 0.031518 0.027810 -0.099114 -0.056669 -0.124940 -0.199402 -0.116611 -0.006653 -0.064103 0.063788 0.275802 -0.057892 0.059178 -0.072479 -0.116652 -0.094287 -0.079671 -0.092954 0.006304 -0.043291 -0.075387 0.101975 -0.049065 0.024268 0.005480 -0.031956 -0.092030 0.021595 -0.078807 -0.057620 -0.160878 0.002437 0.060490 -0.093332 -0.059768 -0.024452 -0.028985 -0.022312 0.039976 1.000000 -0.017249 -0.017520 0.064477 -0.080505 -0.060205 0.002442
X60 0.072144 0.010713 -0.028735 -0.027024 0.027838 -0.000473 0.085578 -0.010231 0.163801 -0.009758 0.086187 0.035646 -0.012819 0.085578 -0.014112 0.027328 -0.010820 0.085578 0.009968 -0.249536 -0.017920 0.089965 0.009165 0.064269 -0.022032 0.024741 0.034189 0.009556 -0.131868 -0.071735 0.003181 -0.076398 0.127452 0.116552 0.086829 0.199717 -0.009553 -0.022221 0.015838 0.018058 -0.009817 0.015430 -0.178713 -0.023266 0.554013 0.037614 -0.230434 0.077729 0.035388 -0.026518 0.018324 -0.076159 0.011946 0.008501 -0.027152 -0.017836 0.075865 0.018920 -0.017249 1.000000 0.060457 -0.074546 0.118095 0.068702 0.006988
X61 0.063852 -0.049761 -0.103631 -0.015608 0.003623 0.020718 0.061501 0.053836 0.211457 0.049084 0.064709 0.079622 -0.063389 0.061501 -0.021872 0.081149 0.053046 0.061501 -0.039203 -0.084251 -0.001706 0.066069 -0.033817 0.042663 0.011046 0.082131 0.011090 -0.042419 -0.157079 -0.154126 -0.040431 -0.181448 0.293917 0.198112 0.052478 0.340902 -0.057069 0.041259 -0.043819 0.073445 -0.013140 -0.036616 -0.349302 -0.441184 0.026723 -0.038721 -0.088548 0.038406 -0.002612 -0.015923 -0.047326 -0.180070 -0.027318 -0.032432 -0.046616 -0.057930 0.028061 0.061406 -0.017520 0.060457 1.000000 -0.177156 0.275358 0.017660 0.019607
X62 -0.314217 0.453882 -0.499017 -0.326142 -0.195260 -0.209269 -0.324576 -0.282970 -0.253308 -0.462685 -0.320307 -0.290260 -0.171752 -0.324576 0.154951 -0.291214 -0.278256 -0.324576 -0.256687 0.361025 0.036279 -0.306070 -0.251735 -0.335792 -0.363992 -0.283516 -0.061889 -0.082610 0.216174 0.786088 -0.227733 0.912674 -0.440942 -0.323455 -0.298154 -0.350825 -0.031043 -0.460044 -0.219287 -0.209859 0.076190 -0.236985 0.554975 0.478165 -0.114355 -0.299450 0.284068 -0.235732 -0.261893 -0.298191 0.465732 0.907343 -0.090521 -0.086273 -0.168877 -0.167500 -0.102533 0.171050 0.064477 -0.074546 -0.177156 1.000000 -0.451054 -0.034114 0.064083
X63 0.330514 -0.463007 0.403922 0.645514 0.123166 0.187877 0.327930 0.611569 0.242390 0.467710 0.319185 0.658363 0.145282 0.327930 -0.112586 0.624968 0.601299 0.327930 0.197757 -0.214630 -0.028446 0.305744 0.204391 0.326833 0.354126 0.625228 0.122243 0.074455 -0.189614 -0.399682 0.179070 -0.426607 0.981398 0.629337 0.294276 0.302891 0.035174 0.447696 0.164618 0.470617 -0.063716 0.180693 -0.315698 -0.262922 0.145171 0.625419 -0.172719 0.245917 0.187458 0.558734 -0.451278 -0.424185 0.090038 0.082536 0.056900 0.116032 0.081558 -0.115227 -0.080505 0.118095 0.275358 -0.451054 1.000000 0.025346 -0.051065
X64 0.061557 0.148090 0.118616 -0.023223 -0.006152 -0.039559 0.075751 -0.075858 0.287262 -0.135968 0.089120 -0.021092 -0.080398 0.075751 0.041761 -0.022179 -0.077707 0.075751 -0.031399 -0.046496 0.009070 0.072390 -0.031530 0.044141 -0.105185 -0.025258 0.061319 0.670346 -0.195338 -0.078911 -0.034312 -0.029464 0.032090 0.111210 0.069722 0.329426 0.020111 -0.218204 -0.037438 -0.018106 0.027448 -0.036894 -0.034253 -0.005766 -0.001117 -0.014125 -0.032287 0.083556 0.021247 0.004034 0.235169 -0.029245 0.653894 0.660185 -0.025207 -0.024547 0.119526 0.022072 -0.060205 0.068702 0.017660 -0.034114 0.025346 1.000000 0.033164
Y -0.096806 0.110387 -0.097930 -0.056923 -0.022760 -0.081797 -0.092009 -0.052645 0.015843 -0.111195 -0.089304 -0.068831 -0.125782 -0.092009 0.042441 -0.069423 -0.052490 -0.092009 -0.117021 0.003403 -0.006425 -0.068114 -0.120275 -0.114807 -0.105612 -0.069693 0.002595 -0.017676 -0.031700 0.058055 -0.109572 0.046588 -0.038506 -0.020163 -0.076621 0.031900 -0.016290 -0.114210 -0.110502 -0.031819 -0.034672 -0.093740 -0.003813 -0.009055 -0.012002 -0.059700 -0.016371 -0.041706 -0.059196 -0.049884 0.102256 0.034863 -0.023495 -0.022031 -0.035766 -0.068398 -0.047361 0.055436 0.002442 0.006988 0.019607 0.064083 -0.051065 0.033164 1.000000
--------------------------------------------------------------------------
For df2
X1 X2 X3 X4 X5 X6 X7 X8 X9 X10 X11 X12 X13 X14 X15 X16 X17 X18 X19 X20 X21 X22 X23 X24 X25 X26 X27 X28 X29 X30 X31 X32 X33 X34 X35 X36 X37 X38 X39 X40 X41 X42 X43 X44 X45 X46 X47 X48 X49 X50 X51 X52 X53 X54 X55 X56 X57 X58 X59 X60 X61 X62 X63 X64 Y
X1 1.000000 -0.411359 0.433986 0.200891 0.034559 0.325926 0.986639 0.167705 0.185326 0.424049 0.953729 0.596293 0.672297 0.986639 0.003741 0.535040 0.163733 0.986639 0.775848 -0.166116 0.126060 0.876430 0.784918 0.787285 0.436367 0.532437 0.166045 0.168447 -0.065352 -0.311830 0.759347 -0.223234 0.222979 0.251163 0.818934 0.170876 0.067557 0.341939 0.616955 0.136904 -0.019913 0.677517 -0.139574 -0.047417 0.350532 0.213905 -0.083304 0.756402 0.617883 0.221475 -0.320006 -0.219269 0.189630 0.173884 0.088845 0.435000 0.353280 -0.483490 -0.055023 0.093349 0.025224 -0.325346 0.301502 0.084148 -0.069069
X2 -0.411359 1.000000 -0.684684 -0.473593 -0.095012 -0.360889 -0.409846 -0.540523 0.103478 -0.983932 -0.339588 -0.392245 -0.416377 -0.409846 0.076336 -0.428835 -0.544813 -0.409846 -0.431593 0.031391 0.032879 -0.286217 -0.429401 -0.407684 -0.767448 -0.416987 -0.103475 -0.112599 -0.023119 0.515484 -0.407343 0.381048 -0.433911 -0.355113 -0.281696 0.126667 -0.121053 -0.841042 -0.295129 -0.354403 0.076737 -0.303822 0.059635 0.055907 -0.155660 -0.446511 -0.015461 -0.243047 -0.238018 -0.506156 0.840906 0.377787 -0.159130 -0.125351 -0.218114 -0.222276 0.022821 0.274437 0.167093 -0.010320 -0.034381 0.487714 -0.463818 0.092525 0.087193
X3 0.433986 -0.684684 1.000000 0.556359 0.120979 0.244472 0.442423 0.372923 0.066904 0.690902 0.410296 0.358804 0.340343 0.442423 -0.042670 0.379912 0.370835 0.442423 0.400711 0.086176 -0.045951 0.341209 0.395532 0.403532 0.548478 0.366621 0.125219 0.345697 -0.170351 -0.479877 0.384679 -0.400153 0.412000 0.371794 0.338155 0.026828 0.105993 0.640356 0.283452 0.393828 -0.043955 0.292865 0.119385 0.090909 0.146708 0.515663 0.127425 0.305507 0.278593 0.547184 -0.644080 -0.395206 0.348739 0.342617 0.258463 0.250272 0.065403 -0.286991 -0.106926 0.005624 -0.081993 -0.510469 0.445796 0.132786 -0.086340
X4 0.200891 -0.473593 0.556359 1.000000 0.117344 0.098458 0.202718 0.740639 -0.060414 0.479806 0.183872 0.547830 0.262676 0.202718 -0.058895 0.575260 0.736712 0.202718 0.260552 0.086127 -0.084822 0.136194 0.252918 0.193995 0.331881 0.560377 0.107090 0.143508 -0.125693 -0.314071 0.257244 -0.245968 0.628272 0.497673 0.128303 -0.109101 0.094566 0.466171 0.162862 0.833868 -0.039825 0.189831 0.081166 0.037006 0.082481 0.934951 0.102330 0.124996 0.137404 0.880694 -0.463965 -0.244076 0.152028 0.145963 0.132158 0.145858 0.025678 -0.173743 -0.071209 0.002257 -0.004392 -0.294623 0.667574 -0.004492 -0.030725
X5 0.034559 -0.095012 0.120979 0.117344 1.000000 0.025597 0.034465 0.089263 0.029174 0.098268 0.030917 0.061408 0.054915 0.034465 -0.027047 0.055132 0.088506 0.034465 0.064270 -0.027454 -0.021108 0.018590 0.064919 0.040709 0.060916 0.052184 0.020870 0.027547 -0.040914 -0.107566 0.063250 -0.091417 0.075665 0.066536 0.013616 0.015149 0.012804 0.098344 0.030064 0.115386 -0.022939 0.041149 0.004207 0.030663 0.025849 0.129611 -0.019841 0.020984 0.039527 0.104870 -0.096546 -0.085069 0.028907 0.028045 0.039220 0.023667 -0.018842 -0.030546 0.003304 0.015535 -0.000927 -0.119662 0.079057 0.008778 -0.020537
X6 0.325926 -0.360889 0.244472 0.098458 0.025597 1.000000 0.325531 0.123261 -0.154914 0.334972 0.282702 0.192656 0.292723 0.325531 -0.004448 0.196499 0.130243 0.325531 0.332926 -0.044376 0.108872 0.300052 0.331992 0.490410 0.529872 0.192609 -0.020667 0.016304 0.269146 -0.187878 0.285330 -0.170421 0.101316 -0.071083 0.299620 -0.021889 0.103846 0.298124 0.316429 0.056704 -0.055246 0.317320 -0.059388 -0.043865 0.068096 0.090086 -0.022917 0.269100 0.283360 0.122782 -0.305172 -0.170262 0.029109 0.017654 0.186310 0.147578 0.078581 -0.165564 0.005976 -0.010261 -0.000416 -0.216723 0.119409 -0.045770 -0.064306
X7 0.986639 -0.409846 0.442423 0.202718 0.034465 0.325531 1.000000 0.166337 0.193914 0.422695 0.969961 0.603397 0.675258 1.000000 -0.002336 0.539674 0.162513 1.000000 0.783810 -0.175951 0.124484 0.903135 0.773193 0.794610 0.438729 0.525488 0.166575 0.176595 -0.076409 -0.319063 0.758212 -0.229398 0.226051 0.256319 0.844510 0.179329 0.071726 0.337912 0.634590 0.144774 -0.028519 0.696843 -0.147397 -0.049603 0.355941 0.219360 -0.095918 0.783074 0.638839 0.225426 -0.315154 -0.225283 0.197453 0.181724 0.092791 0.429326 0.352301 -0.477582 -0.063149 0.100846 0.026426 -0.328211 0.303828 0.090223 -0.068461
X8 0.167705 -0.540523 0.372923 0.740639 0.089263 0.123261 0.166337 1.000000 -0.098923 0.541828 0.139071 0.500191 0.252209 0.166337 -0.059540 0.620999 0.996058 0.166337 0.243708 0.006013 -0.085401 0.102082 0.236517 0.164578 0.372654 0.602347 0.116853 0.048366 -0.060449 -0.328477 0.235721 -0.201888 0.503276 0.490986 0.098226 -0.147782 0.109780 0.472540 0.142506 0.662747 -0.037450 0.162938 -0.003550 -0.010426 0.091217 0.725760 0.020398 0.096212 0.109454 0.834378 -0.458230 -0.200851 0.069524 0.055652 0.109181 0.124427 0.004321 -0.150837 -0.102770 0.019644 0.032587 -0.253880 0.542905 -0.051475 -0.031821
X9 0.185326 0.103478 0.066904 -0.060414 0.029174 -0.154914 0.193914 -0.098923 1.000000 -0.068247 0.230211 0.048185 -0.073587 0.193914 0.010881 0.041171 -0.105262 0.193914 0.016985 -0.291543 -0.050987 0.181247 0.026146 0.132152 -0.138955 0.039240 0.061342 0.103487 -0.463820 -0.235213 0.005783 -0.252127 0.316567 0.494586 0.166198 0.841171 -0.047075 -0.165460 -0.028875 -0.055565 -0.021923 -0.035255 -0.366556 -0.254857 0.077509 -0.039211 -0.252463 0.141969 0.064570 -0.027853 0.203235 -0.249975 0.112831 0.107408 -0.080879 -0.021549 0.117980 0.015789 -0.067810 0.182974 0.255742 -0.279118 0.299664 0.278272 0.007015
X10 0.424049 -0.983932 0.690902 0.479806 0.098268 0.334972 0.422695 0.541828 -0.068247 1.000000 0.359491 0.402623 0.420662 0.422695 -0.074230 0.436396 0.537014 0.422695 0.437083 -0.031063 -0.049788 0.295361 0.435353 0.413814 0.757566 0.424838 0.109945 0.120849 -0.025255 -0.511110 0.416636 -0.378412 0.438496 0.390229 0.289330 -0.115645 0.114424 0.861056 0.296295 0.358121 -0.070178 0.306321 -0.058512 -0.054618 0.161853 0.452207 0.020338 0.248633 0.240910 0.508481 -0.830838 -0.375426 0.170387 0.136936 0.198194 0.240077 -0.011267 -0.289825 -0.165695 0.014593 0.039214 -0.488517 0.471270 -0.083674 -0.088453
X11 0.953729 -0.339588 0.410296 0.183872 0.030917 0.282702 0.969961 0.139071 0.230211 0.359491 1.000000 0.587118 0.638561 0.969961 -0.010838 0.523703 0.134053 0.969961 0.745430 -0.175185 0.117879 0.913459 0.733017 0.771607 0.372094 0.509245 0.157182 0.179239 -0.110755 -0.288351 0.726575 -0.205197 0.210564 0.261868 0.854108 0.193137 0.057894 0.287901 0.637394 0.132692 -0.031378 0.698619 -0.147263 -0.050103 0.350193 0.202294 -0.094852 0.790908 0.641463 0.203763 -0.260414 -0.201567 0.197028 0.184450 0.073451 0.428095 0.357253 -0.441766 -0.059206 0.101668 0.032009 -0.299548 0.289008 0.107017 -0.072805
X12 0.596293 -0.392245 0.358804 0.547830 0.061408 0.192656 0.603397 0.500191 0.048185 0.402623 0.587118 1.000000 0.530031 0.603397 -0.037036 0.866135 0.493491 0.603397 0.588689 -0.080524 0.020486 0.531726 0.578281 0.497148 0.346041 0.851456 0.171340 0.100837 -0.050996 -0.281527 0.577959 -0.191443 0.465098 0.428698 0.494719 0.014167 0.074612 0.346062 0.471700 0.416491 -0.035942 0.521563 -0.085018 -0.047489 0.237528 0.530777 -0.020429 0.460739 0.454465 0.528408 -0.334079 -0.189401 0.115530 0.105207 0.080612 0.326960 0.181255 -0.360123 -0.058178 0.047720 0.053524 -0.244005 0.586723 0.006658 -0.059604
X13 0.672297 -0.416377 0.340343 0.262676 0.054915 0.292723 0.675258 0.252209 -0.073587 0.420662 0.638561 0.530031 1.000000 0.675258 0.008419 0.523104 0.252116 0.675258 0.890262 -0.070216 0.089609 0.550605 0.877277 0.542756 0.410671 0.519802 0.110744 0.090133 0.058457 -0.285257 0.869481 -0.061640 0.065292 0.067182 0.502293 -0.129655 0.072439 0.375498 0.646297 0.226132 -0.042940 0.745733 -0.022117 0.032014 0.270822 0.272438 0.099811 0.309665 0.442252 0.249404 -0.372369 -0.052452 0.104135 0.095291 0.143507 0.590806 0.218241 -0.659523 -0.027321 0.018943 -0.044217 -0.270197 0.155366 -0.027606 -0.073614
X14 0.986639 -0.409846 0.442423 0.202718 0.034465 0.325531 1.000000 0.166337 0.193914 0.422695 0.969961 0.603397 0.675258 1.000000 -0.002336 0.539674 0.162513 1.000000 0.783810 -0.175951 0.124484 0.903135 0.773193 0.794610 0.438729 0.525488 0.166575 0.176595 -0.076409 -0.319063 0.758212 -0.229398 0.226051 0.256319 0.844510 0.179329 0.071726 0.337912 0.634590 0.144774 -0.028519 0.696843 -0.147397 -0.049603 0.355941 0.219360 -0.095918 0.783074 0.638839 0.225426 -0.315154 -0.225283 0.197453 0.181724 0.092791 0.429326 0.352301 -0.477582 -0.063149 0.100846 0.026426 -0.328211 0.303828 0.090223 -0.068461
X15 0.003741 0.076336 -0.042670 -0.058895 -0.027047 -0.004448 -0.002336 -0.059540 0.010881 -0.074230 -0.010838 -0.037036 0.008419 -0.002336 1.000000 -0.055009 -0.060157 -0.002336 0.030481 0.011334 0.041970 -0.010163 0.035970 -0.030456 -0.047477 -0.052579 -0.008095 -0.009945 0.019010 0.033207 0.031062 0.044541 -0.057462 -0.042729 -0.011516 0.008900 -0.020704 -0.062880 0.018756 -0.047946 0.090275 0.022185 0.015600 0.011813 -0.007698 -0.058577 0.011564 0.008836 0.039361 -0.058215 0.060913 0.047427 -0.015805 -0.015196 0.000990 0.013235 0.018807 -0.016028 0.067635 -0.005849 -0.016256 0.031658 -0.061490 0.004497 0.021812
X16 0.535040 -0.428835 0.379912 0.575260 0.055132 0.196499 0.539674 0.620999 0.041171 0.436396 0.523703 0.866135 0.523104 0.539674 -0.055009 1.000000 0.615555 0.539674 0.497678 -0.080156 0.002704 0.465609 0.489610 0.452825 0.355509 0.992947 0.176364 0.110455 -0.066285 -0.283730 0.490664 -0.182842 0.456026 0.491294 0.435580 0.007571 0.089317 0.375058 0.396657 0.467444 -0.049390 0.435442 -0.088923 -0.053334 0.223841 0.566073 -0.001401 0.323391 0.300759 0.654651 -0.356180 -0.180692 0.130698 0.117764 0.084531 0.344816 0.156451 -0.372401 -0.086609 0.053899 0.057516 -0.256551 0.575761 0.001839 -0.057606
X17 0.163733 -0.544813 0.370835 0.736712 0.088506 0.130243 0.162513 0.996058 -0.105262 0.537014 0.134053 0.493491 0.252116 0.162513 -0.060157 0.615555 1.000000 0.162513 0.241596 0.005803 -0.081077 0.098676 0.233382 0.163288 0.375294 0.596081 0.113764 0.046078 -0.048810 -0.330417 0.232636 -0.202873 0.499711 0.475993 0.095252 -0.151032 0.112263 0.466375 0.140247 0.662867 -0.038959 0.160133 -0.003480 -0.010138 0.089240 0.723453 0.018710 0.093750 0.105147 0.831668 -0.461330 -0.201791 0.066458 0.052556 0.114794 0.116375 0.002142 -0.143003 -0.103356 0.018238 0.031443 -0.253537 0.537666 -0.053225 -0.031228
X18 0.986639 -0.409846 0.442423 0.202718 0.034465 0.325531 1.000000 0.166337 0.193914 0.422695 0.969961 0.603397 0.675258 1.000000 -0.002336 0.539674 0.162513 1.000000 0.783810 -0.175951 0.124484 0.903135 0.773193 0.794610 0.438729 0.525488 0.166575 0.176595 -0.076409 -0.319063 0.758212 -0.229398 0.226051 0.256319 0.844510 0.179329 0.071726 0.337912 0.634590 0.144774 -0.028519 0.696843 -0.147397 -0.049603 0.355941 0.219360 -0.095918 0.783074 0.638839 0.225426 -0.315154 -0.225283 0.197453 0.181724 0.092791 0.429326 0.352301 -0.477582 -0.063149 0.100846 0.026426 -0.328211 0.303828 0.090223 -0.068461
X19 0.775848 -0.431593 0.400711 0.260552 0.064270 0.332926 0.783810 0.243708 0.016985 0.437083 0.745430 0.588689 0.890262 0.783810 0.030481 0.497678 0.241596 0.783810 1.000000 -0.129683 0.112646 0.667262 0.986523 0.630459 0.446765 0.485270 0.130033 0.116335 0.018673 -0.400117 0.957691 -0.212739 0.122727 0.129073 0.609249 -0.014437 0.088900 0.352215 0.736830 0.215940 -0.013507 0.844194 -0.090249 -0.010603 0.305118 0.271102 -0.026889 0.582775 0.747298 0.267783 -0.341494 -0.202069 0.133807 0.119650 0.148336 0.491155 0.263805 -0.574792 -0.038352 0.041177 -0.025011 -0.355959 0.200032 0.014160 -0.062331
X20 -0.166116 0.031391 0.086176 0.086127 -0.027454 -0.044376 -0.175951 0.006013 -0.291543 -0.031063 -0.175185 -0.080524 -0.070216 -0.175951 0.011334 -0.080156 0.005803 -0.175951 -0.129683 1.000000 -0.038791 -0.162804 -0.129364 -0.145110 -0.028765 -0.073231 -0.033795 0.025139 0.147849 0.248101 -0.110964 0.267343 -0.179953 -0.166478 -0.147522 -0.360312 -0.022752 -0.014896 -0.089372 -0.048576 0.028128 -0.090751 0.709362 0.100738 -0.161297 -0.077520 0.856265 -0.126251 -0.128882 0.041095 0.015906 0.261833 0.006982 0.021446 0.065778 -0.029123 -0.101464 0.037601 0.014412 -0.246901 -0.057893 0.331738 -0.175972 -0.041770 0.011333
X21 0.126060 0.032879 -0.045951 -0.084822 -0.021108 0.108872 0.124484 -0.085401 -0.050987 -0.049788 0.117879 0.020486 0.089609 0.124484 0.041970 0.002704 -0.081077 0.124484 0.112646 -0.038791 1.000000 0.142952 0.115768 0.124527 0.058589 0.004118 -0.020798 0.010479 0.294687 0.002963 0.099824 -0.006588 -0.068392 -0.111262 0.161165 0.012966 0.030790 -0.034243 0.166705 -0.072693 0.006025 0.140311 -0.041306 -0.023372 0.066374 -0.078480 -0.020176 0.131628 0.133505 -0.077401 0.027408 -0.004921 0.004500 0.005072 0.032398 0.095277 0.065847 -0.078949 0.011427 0.026082 -0.020613 -0.016493 -0.060314 0.016118 -0.007420
X22 0.876430 -0.286217 0.341209 0.136194 0.018590 0.300052 0.903135 0.102082 0.181247 0.295361 0.913459 0.531726 0.550605 0.903135 -0.010163 0.465609 0.098676 0.903135 0.667262 -0.162804 0.142952 1.000000 0.646901 0.726850 0.343091 0.445201 0.151601 0.152922 -0.042282 -0.244136 0.577615 -0.197010 0.190783 0.216593 0.931493 0.178330 0.048518 0.247494 0.698643 0.095544 -0.060239 0.769387 -0.145972 -0.059431 0.324177 0.154957 -0.117329 0.887516 0.716684 0.158570 -0.222747 -0.193301 0.167498 0.157640 0.055866 0.345627 0.331968 -0.364656 -0.044223 0.089721 0.034640 -0.263707 0.252177 0.096452 -0.069534
X23 0.784918 -0.429401 0.395532 0.252918 0.064919 0.331992 0.773193 0.236517 0.026146 0.435353 0.733017 0.578281 0.877277 0.773193 0.035970 0.489610 0.233382 0.773193 0.986523 -0.129364 0.115768 0.646901 1.000000 0.623910 0.441868 0.487623 0.127842 0.111623 0.020666 -0.398009 0.952663 -0.217489 0.125511 0.131727 0.590967 -0.001701 0.084859 0.348669 0.716786 0.200050 -0.006169 0.819882 -0.096499 -0.019713 0.302154 0.259118 -0.022049 0.562292 0.727347 0.260079 -0.337624 -0.207537 0.129579 0.115200 0.141353 0.496963 0.264570 -0.579250 -0.032286 0.039397 -0.022971 -0.370201 0.202486 0.014413 -0.059399
X24 0.787285 -0.407684 0.403532 0.193995 0.040709 0.490410 0.794610 0.164578 0.132152 0.413814 0.771607 0.497148 0.542756 0.794610 -0.030456 0.452825 0.163288 0.794610 0.630459 -0.145110 0.124527 0.726850 0.623910 1.000000 0.459498 0.442976 0.123601 0.129314 0.051648 -0.310352 0.605927 -0.232803 0.221095 0.195959 0.690442 0.148177 0.099965 0.334809 0.531756 0.131879 -0.049526 0.569465 -0.139504 -0.066235 0.271297 0.200067 -0.076342 0.624877 0.521916 0.214284 -0.317111 -0.229462 0.149018 0.134026 0.127782 0.353728 0.280683 -0.384846 -0.072319 0.066447 0.029370 -0.320256 0.282624 0.049129 -0.085938
X25 0.436367 -0.767448 0.548478 0.331881 0.060916 0.529872 0.438729 0.372654 -0.138955 0.757566 0.372094 0.346041 0.410671 0.438729 -0.047477 0.355509 0.375294 0.438729 0.446765 -0.028765 0.058589 0.343091 0.441868 0.459498 1.000000 0.341665 0.064559 0.102452 0.193474 -0.401760 0.416707 -0.310718 0.275677 0.144851 0.336482 -0.107111 0.125578 0.656389 0.343229 0.239491 -0.062377 0.354776 -0.057902 -0.055826 0.146276 0.312888 0.010099 0.302593 0.301669 0.363912 -0.647963 -0.307320 0.139632 0.113218 0.212301 0.219103 0.034474 -0.268924 -0.103682 -0.009106 -0.012495 -0.400863 0.308632 -0.063167 -0.088024
X26 0.532437 -0.416987 0.366621 0.560377 0.052184 0.192609 0.525488 0.602347 0.039240 0.424838 0.509245 0.851456 0.519802 0.525488 -0.052579 0.992947 0.596081 0.525488 0.485270 -0.073231 0.004118 0.445201 0.487623 0.442976 0.341665 1.000000 0.174579 0.106069 -0.061535 -0.272412 0.484950 -0.174316 0.442184 0.479248 0.416507 0.006827 0.085595 0.366082 0.379944 0.441379 -0.045811 0.416863 -0.083191 -0.051479 0.216655 0.544212 0.008507 0.297463 0.276515 0.637144 -0.347377 -0.172249 0.125893 0.113354 0.078938 0.348357 0.156393 -0.375303 -0.083219 0.048970 0.056847 -0.249746 0.563624 0.000442 -0.057172
X27 0.166045 -0.103475 0.125219 0.107090 0.020870 -0.020667 0.166575 0.116853 0.061342 0.109945 0.157182 0.171340 0.110744 0.166575 -0.008095 0.176364 0.113764 0.166575 0.130033 -0.033795 -0.020798 0.151601 0.127842 0.123601 0.064559 0.174579 1.000000 0.106154 -0.095545 -0.077989 0.119778 -0.049058 0.104584 0.159172 0.144938 0.039858 0.025122 0.087420 0.117644 0.078520 -0.008578 0.124192 -0.026563 -0.007060 0.074317 0.108812 -0.025188 0.132866 0.114011 0.131735 -0.077205 -0.048585 0.117053 0.110669 -0.010815 0.078037 0.056512 -0.084895 -0.026313 0.029179 0.007916 -0.063154 0.123487 0.070583 -0.022650
X28 0.168447 -0.112599 0.345697 0.143508 0.027547 0.016304 0.176595 0.048366 0.103487 0.120849 0.179239 0.100837 0.090133 0.176595 -0.009945 0.110455 0.046078 0.176595 0.116335 0.025139 0.010479 0.152922 0.111623 0.129314 0.102452 0.106069 0.106154 1.000000 -0.152214 -0.119733 0.112381 -0.068230 0.084780 0.126988 0.151705 0.081046 0.018386 0.074979 0.089289 0.101464 -0.007414 0.086600 0.065012 0.069126 0.073276 0.143167 0.034464 0.140353 0.091506 0.154852 -0.072031 -0.067316 0.974084 0.987018 0.016349 0.089521 0.054198 -0.101362 -0.048881 0.034700 -0.032480 -0.091885 0.100688 0.702362 -0.017696
X29 -0.065352 -0.023119 -0.170351 -0.125693 -0.040914 0.269146 -0.076409 -0.060449 -0.463820 -0.025255 -0.110755 -0.050996 0.058457 -0.076409 0.019010 -0.066285 -0.048810 -0.076409 0.018673 0.147849 0.294687 -0.042282 0.020666 0.051648 0.193474 -0.061535 -0.095545 -0.152214 1.000000 0.186082 0.005664 0.150153 -0.244860 -0.406917 0.005500 -0.357759 0.129233 0.050002 0.139372 -0.129402 0.014136 0.079287 0.158195 0.090152 -0.082467 -0.140862 0.140044 -0.020565 0.023081 -0.133970 -0.088587 0.152177 -0.158452 -0.155890 0.289565 0.051083 -0.072263 -0.029595 0.097073 -0.138411 -0.173292 0.154402 -0.235682 -0.173049 -0.012940
X30 -0.311830 0.515484 -0.479877 -0.314071 -0.107566 -0.187878 -0.319063 -0.328477 -0.235213 -0.511110 -0.288351 -0.281527 -0.285257 -0.319063 0.033207 -0.283730 -0.330417 -0.319063 -0.400117 0.248101 0.002963 -0.244136 -0.398009 -0.310352 -0.401760 -0.272412 -0.077989 -0.119733 0.186082 1.000000 -0.351568 0.589938 -0.322489 -0.296812 -0.230870 -0.286652 -0.094467 -0.287814 -0.220532 -0.300788 0.072413 -0.229581 0.380360 0.313464 -0.127933 -0.321507 0.176011 -0.198772 -0.283092 -0.386675 0.276640 0.576150 -0.146153 -0.124435 -0.137480 -0.141617 -0.075320 0.217331 0.162265 -0.060894 -0.110529 0.717577 -0.335055 -0.069246 0.060324
X31 0.759347 -0.407343 0.384679 0.257244 0.063250 0.285330 0.758212 0.235721 0.005783 0.416636 0.726575 0.577959 0.869481 0.758212 0.031062 0.490664 0.232636 0.758212 0.957691 -0.110964 0.099824 0.577615 0.952663 0.605927 0.416707 0.484950 0.119778 0.112381 0.005664 -0.351568 1.000000 -0.172884 0.098680 0.114290 0.527320 -0.034807 0.085866 0.347478 0.647356 0.209233 0.008282 0.745194 -0.069745 0.001482 0.291001 0.263878 0.009626 0.492977 0.644955 0.255109 -0.336324 -0.163399 0.129390 0.116033 0.137720 0.525676 0.265748 -0.593184 -0.025943 0.035034 -0.027037 -0.323109 0.186695 0.007678 -0.061671
X32 -0.223234 0.381048 -0.400153 -0.245968 -0.091417 -0.170421 -0.229398 -0.201888 -0.252127 -0.378412 -0.205197 -0.191443 -0.061640 -0.229398 0.044541 -0.182842 -0.202873 -0.229398 -0.212739 0.267343 -0.006588 -0.197010 -0.217489 -0.232803 -0.310718 -0.174316 -0.049058 -0.068230 0.150153 0.589938 -0.172884 1.000000 -0.384590 -0.282151 -0.169018 -0.311735 -0.039937 -0.376664 -0.081951 -0.161733 0.059864 -0.123582 0.432437 0.369645 -0.074696 -0.226262 0.369974 -0.232348 -0.246888 -0.226495 0.387199 0.972763 -0.075766 -0.069399 -0.111867 0.138774 -0.043703 -0.066348 0.037030 -0.061713 -0.148467 0.822232 -0.375708 -0.040219 0.049938
X33 0.222979 -0.433911 0.412000 0.628272 0.075665 0.101316 0.226051 0.503276 0.316567 0.438496 0.210564 0.465098 0.065292 0.226051 -0.057462 0.456026 0.499711 0.226051 0.122727 -0.179953 -0.068392 0.190783 0.125511 0.221095 0.275677 0.442184 0.104584 0.084780 -0.244860 -0.322489 0.098680 -0.384590 1.000000 0.785572 0.172110 0.341982 0.029217 0.424210 0.053984 0.449735 -0.063890 0.072258 -0.273281 -0.223690 0.094154 0.577647 -0.178816 0.172927 0.112011 0.537585 -0.424773 -0.382603 0.095941 0.088489 0.038273 -0.042099 0.040144 0.010898 -0.071391 0.111917 0.249754 -0.414954 0.979498 0.046375 -0.024974
X34 0.251163 -0.355113 0.371794 0.497673 0.066536 -0.071083 0.256319 0.490986 0.494586 0.390229 0.261868 0.428698 0.067182 0.256319 -0.042729 0.491294 0.475993 0.256319 0.129073 -0.166478 -0.111262 0.216593 0.131727 0.195959 0.144851 0.479248 0.159172 0.126988 -0.406917 -0.296812 0.114290 -0.282151 0.785572 1.000000 0.197662 0.369823 -0.004261 0.306332 0.058869 0.383554 -0.039473 0.074234 -0.221513 -0.162751 0.124414 0.482487 -0.152086 0.192381 0.117689 0.561493 -0.266045 -0.281220 0.149700 0.136127 -0.050508 0.011578 0.058603 -0.032927 -0.099145 0.135296 0.193137 -0.310236 0.783418 0.104211 -0.014857
X35 0.818934 -0.281696 0.338155 0.128303 0.013616 0.299620 0.844510 0.098226 0.166198 0.289330 0.854108 0.494719 0.502293 0.844510 -0.011516 0.435580 0.095252 0.844510 0.609249 -0.147522 0.161165 0.931493 0.590967 0.690442 0.336482 0.416507 0.144938 0.151705 0.005500 -0.230870 0.527320 -0.169018 0.172110 0.197662 1.000000 0.166666 0.051576 0.246500 0.783044 0.084626 -0.052707 0.700120 -0.129621 -0.050113 0.301064 0.145192 -0.086148 0.824770 0.652915 0.151980 -0.218265 -0.168411 0.166330 0.157105 0.059100 0.427554 0.316845 -0.379207 -0.042354 0.081054 0.027107 -0.253671 0.241589 0.095181 -0.079822
X36 0.170876 0.126667 0.026828 -0.109101 0.015149 -0.021889 0.179329 -0.147782 0.841171 -0.115645 0.193137 0.014167 -0.129655 0.179329 0.008900 0.007571 -0.151032 0.179329 -0.014437 -0.360312 0.012966 0.178330 -0.001701 0.148177 -0.107111 0.006827 0.039858 0.081046 -0.357759 -0.286652 -0.034807 -0.311735 0.341982 0.369823 0.166666 1.000000 -0.015905 -0.234607 -0.061875 -0.096348 -0.039383 -0.072713 -0.458120 -0.322173 0.057079 -0.084842 -0.329202 0.143422 0.061646 -0.064212 0.261170 -0.309052 0.087264 0.081860 -0.077310 -0.089130 0.123156 0.074876 -0.073231 0.190607 0.324445 -0.335452 0.313072 0.281764 0.027772
X37 0.067557 -0.121053 0.105993 0.094566 0.012804 0.103846 0.071726 0.109780 -0.047075 0.114424 0.057894 0.074612 0.072439 0.071726 -0.020704 0.089317 0.112263 0.071726 0.088900 -0.022752 0.030790 0.048518 0.084859 0.099965 0.125578 0.085595 0.025122 0.018386 0.129233 -0.094467 0.085866 -0.039937 0.029217 -0.004261 0.051576 -0.015905 1.000000 0.048974 0.061271 0.075930 -0.022549 0.058580 0.017697 0.045470 0.011393 0.100933 -0.011682 0.052005 0.059839 0.124042 -0.050310 -0.039844 0.023789 0.016390 0.144625 0.042364 0.016838 -0.048185 -0.060041 -0.007301 -0.045635 -0.047391 0.039113 0.005128 -0.024150
X38 0.341939 -0.841042 0.640356 0.466171 0.098344 0.298124 0.337912 0.472540 -0.165460 0.861056 0.287901 0.346062 0.375498 0.337912 -0.062880 0.375058 0.466375 0.337912 0.352215 -0.014896 -0.034243 0.247494 0.348669 0.334809 0.656389 0.366082 0.087420 0.074979 0.050002 -0.287814 0.347478 -0.376664 0.424210 0.306332 0.246500 -0.234607 0.048974 1.000000 0.283458 0.336580 -0.041258 0.291070 -0.056072 -0.065733 0.130613 0.430319 0.031066 0.202979 0.192626 0.416876 -0.959706 -0.371959 0.102436 0.095230 0.203732 0.233128 -0.029495 -0.255773 0.010512 0.004208 0.046176 -0.485576 0.455369 -0.152334 -0.100520
X39 0.616955 -0.295129 0.283452 0.162862 0.030064 0.316429 0.634590 0.142506 -0.028875 0.296295 0.637394 0.471700 0.646297 0.634590 0.018756 0.396657 0.140247 0.634590 0.736830 -0.089372 0.166705 0.698643 0.716786 0.531756 0.343229 0.379944 0.117644 0.089289 0.139372 -0.220532 0.647356 -0.081951 0.053984 0.058869 0.783044 -0.061875 0.061271 0.283458 1.000000 0.126286 -0.037053 0.871696 -0.058524 -0.002124 0.250594 0.174790 0.004233 0.624273 0.769741 0.165935 -0.263667 -0.086834 0.100414 0.093638 0.104996 0.568681 0.224688 -0.488765 -0.006742 0.025879 -0.029419 -0.229114 0.132591 0.007425 -0.093586
X40 0.136904 -0.354403 0.393828 0.833868 0.115386 0.056704 0.144774 0.662747 -0.055565 0.358121 0.132692 0.416491 0.226132 0.144774 -0.047946 0.467444 0.662867 0.144774 0.215940 -0.048576 -0.072693 0.095544 0.200050 0.131879 0.239491 0.441379 0.078520 0.101464 -0.129402 -0.300788 0.209233 -0.161733 0.449735 0.383554 0.084626 -0.096348 0.075930 0.336580 0.126286 1.000000 -0.025342 0.158630 -0.059655 -0.040461 0.105545 0.913204 -0.030649 0.092078 0.106085 0.781439 -0.334300 -0.160502 0.112573 0.104340 0.091910 0.107425 0.014414 -0.128629 -0.062529 0.048518 0.061018 -0.198645 0.477129 -0.009735 -0.008780
X41 -0.019913 0.076737 -0.043955 -0.039825 -0.022939 -0.055246 -0.028519 -0.037450 -0.021923 -0.070178 -0.031378 -0.035942 -0.042940 -0.028519 0.090275 -0.049390 -0.038959 -0.028519 -0.013507 0.028128 0.006025 -0.060239 -0.006169 -0.049526 -0.062377 -0.045811 -0.008578 -0.007414 0.014136 0.072413 0.008282 0.059864 -0.063890 -0.039473 -0.052707 -0.039383 -0.022549 -0.041258 -0.037053 -0.025342 1.000000 -0.041829 0.030082 0.017131 -0.001336 -0.038027 0.036752 -0.017951 -0.002945 -0.044398 0.038558 0.061399 -0.012272 -0.010501 -0.021627 0.076556 0.007214 -0.065768 0.029000 -0.002459 -0.021777 0.048606 -0.055900 -0.002059 0.003571
X42 0.677517 -0.303822 0.292865 0.189831 0.041149 0.317320 0.696843 0.162938 -0.035255 0.306321 0.698619 0.521563 0.745733 0.696843 0.022185 0.435442 0.160133 0.696843 0.844194 -0.090751 0.140311 0.769387 0.819882 0.569465 0.354776 0.416863 0.124192 0.086600 0.079287 -0.229581 0.745194 -0.123582 0.072258 0.074234 0.700120 -0.072713 0.058580 0.291070 0.871696 0.158630 -0.041829 1.000000 -0.056888 0.001427 0.276541 0.203442 -0.024542 0.688680 0.877400 0.188691 -0.277710 -0.116384 0.097412 0.090047 0.104359 0.455326 0.240833 -0.477028 -0.006503 0.028944 -0.028846 -0.231775 0.139941 0.004044 -0.074775
X43 -0.139574 0.059635 0.119385 0.081166 0.004207 -0.059388 -0.147397 -0.003550 -0.366556 -0.058512 -0.147263 -0.085018 -0.022117 -0.147397 0.015600 -0.088923 -0.003480 -0.147397 -0.090249 0.709362 -0.041306 -0.145972 -0.096499 -0.139504 -0.057902 -0.083191 -0.026563 0.065012 0.158195 0.380360 -0.069745 0.432437 -0.273281 -0.221513 -0.129621 -0.458120 0.017697 -0.056072 -0.058524 -0.059655 0.030082 -0.056888 1.000000 0.772718 -0.085119 0.011152 0.613574 -0.096077 -0.112619 0.051535 0.061787 0.423923 0.047106 0.059489 0.082706 -0.009190 -0.070424 0.016776 0.001598 -0.150907 -0.303414 0.513064 -0.265085 -0.027379 0.016609
X44 -0.047417 0.055907 0.090909 0.037006 0.030663 -0.043865 -0.049603 -0.010426 -0.254857 -0.054618 -0.050103 -0.047489 0.032014 -0.049603 0.011813 -0.053334 -0.010138 -0.049603 -0.010603 0.100738 -0.023372 -0.059431 -0.019713 -0.066235 -0.055826 -0.051479 -0.007060 0.069126 0.090152 0.313464 0.001482 0.369645 -0.223690 -0.162751 -0.050113 -0.322173 0.045470 -0.065733 -0.002124 -0.040461 0.017131 0.001427 0.772718 1.000000 0.025108 0.085552 0.094970 -0.021920 -0.042900 0.035735 0.072890 0.362589 0.060203 0.064656 0.057507 0.013255 -0.008032 -0.010183 -0.010724 0.009337 -0.376143 0.425461 -0.215705 -0.001031 0.013238
X45 0.350532 -0.155660 0.146708 0.082481 0.025849 0.068096 0.355941 0.091217 0.077509 0.161853 0.350193 0.237528 0.270822 0.355941 -0.007698 0.223841 0.089240 0.355941 0.305118 -0.161297 0.066374 0.324177 0.302154 0.271297 0.146276 0.216655 0.074317 0.073276 -0.082467 -0.127933 0.291001 -0.074696 0.094154 0.124414 0.301064 0.057079 0.011393 0.130613 0.250594 0.105545 -0.001336 0.276541 -0.085119 0.025108 1.000000 0.137950 -0.137906 0.282835 0.244851 0.094236 -0.121360 -0.073676 0.077512 0.076795 0.011009 0.160820 0.121293 -0.186959 -0.022618 0.600167 0.023297 -0.110756 0.123616 0.037664 -0.029353
X46 0.213905 -0.446511 0.515663 0.934951 0.129611 0.090086 0.219360 0.725760 -0.039211 0.452207 0.202294 0.530777 0.272438 0.219360 -0.058577 0.566073 0.723453 0.219360 0.271102 -0.077520 -0.078480 0.154957 0.259118 0.200067 0.312888 0.544212 0.108812 0.143167 -0.140862 -0.321507 0.263878 -0.226262 0.577647 0.482487 0.145192 -0.084842 0.100933 0.430319 0.174790 0.913204 -0.038027 0.203442 0.011152 0.085552 0.137950 1.000000 -0.048159 0.143204 0.148818 0.859082 -0.426747 -0.224233 0.154076 0.145691 0.120984 0.143548 0.035162 -0.168964 -0.075252 0.065010 -0.031211 -0.274846 0.615789 0.005258 -0.033125
X47 -0.083304 -0.015461 0.127425 0.102330 -0.019841 -0.022917 -0.095918 0.020398 -0.252463 0.020338 -0.094852 -0.020429 0.099811 -0.095918 0.011564 -0.001401 0.018710 -0.095918 -0.026889 0.856265 -0.020176 -0.117329 -0.022049 -0.076342 0.010099 0.008507 -0.025188 0.034464 0.140044 0.176011 0.009626 0.369974 -0.178816 -0.152086 -0.086148 -0.329202 -0.011682 0.031066 0.004233 -0.030649 0.036752 -0.024542 0.613574 0.094970 -0.137906 -0.048159 1.000000 -0.179791 -0.151901 0.060561 -0.026162 0.392490 0.022826 0.032616 0.077128 0.257342 -0.064166 -0.232283 0.007000 -0.224357 -0.052987 0.237804 -0.141702 -0.038733 -0.011240
X48 0.756402 -0.243047 0.305507 0.124996 0.020984 0.269100 0.783074 0.096212 0.141969 0.248633 0.790908 0.460739 0.309665 0.783074 0.008836 0.323391 0.093750 0.783074 0.582775 -0.126251 0.131628 0.887516 0.562292 0.624877 0.302593 0.297463 0.132866 0.140353 -0.020565 -0.198772 0.492977 -0.232348 0.172927 0.192381 0.824770 0.143422 0.052005 0.202979 0.624273 0.092078 -0.017951 0.688680 -0.096077 -0.021920 0.282835 0.143204 -0.179791 1.000000 0.820766 0.145493 -0.180451 -0.229831 0.153156 0.142376 0.054574 0.139864 0.284833 -0.161034 -0.028115 0.082440 0.013645 -0.203045 0.206420 0.100942 -0.040340
X49 0.617883 -0.238018 0.278593 0.137404 0.039527 0.283360 0.638839 0.109454 0.064570 0.240910 0.641463 0.454465 0.442252 0.638839 0.039361 0.300759 0.105147 0.638839 0.747298 -0.128882 0.133505 0.716684 0.727347 0.521916 0.301669 0.276515 0.114011 0.091506 0.023081 -0.283092 0.644955 -0.246888 0.112011 0.117689 0.652915 0.061646 0.059839 0.192626 0.769741 0.106085 -0.002945 0.877400 -0.112619 -0.042900 0.244851 0.148818 -0.151901 0.820766 1.000000 0.157492 -0.174334 -0.240100 0.102892 0.092193 0.081333 0.238021 0.229709 -0.267113 -0.014139 0.044723 -0.001989 -0.257580 0.149467 0.046456 -0.046225
X50 0.221475 -0.506156 0.547184 0.880694 0.104870 0.122782 0.225426 0.834378 -0.027853 0.508481 0.203763 0.528408 0.249404 0.225426 -0.058215 0.654651 0.831668 0.225426 0.267783 0.041095 -0.077401 0.158570 0.260079 0.214284 0.363912 0.637144 0.131735 0.154852 -0.133970 -0.386675 0.255109 -0.226495 0.537585 0.561493 0.151980 -0.064212 0.124042 0.416876 0.165935 0.781439 -0.044398 0.188691 0.051535 0.035735 0.094236 0.859082 0.060561 0.145493 0.157492 1.000000 -0.399049 -0.224944 0.177078 0.161656 0.127415 0.141240 0.030840 -0.168979 -0.114656 0.013950 -0.013820 -0.269352 0.581317 0.015716 -0.033532
X51 -0.320006 0.840906 -0.644080 -0.463965 -0.096546 -0.305172 -0.315154 -0.458230 0.203235 -0.830838 -0.260414 -0.334079 -0.372369 -0.315154 0.060913 -0.356180 -0.461330 -0.315154 -0.341494 0.015906 0.027408 -0.222747 -0.337624 -0.317111 -0.647963 -0.347377 -0.077205 -0.072031 -0.088587 0.276640 -0.336324 0.387199 -0.424773 -0.266045 -0.218265 0.261170 -0.050310 -0.959706 -0.263667 -0.334300 0.038558 -0.277710 0.061787 0.072890 -0.121360 -0.426747 -0.026162 -0.180451 -0.174334 -0.399049 1.000000 0.382309 -0.084885 -0.076429 -0.222813 -0.215415 0.044828 0.243486 -0.010545 0.003072 -0.046172 0.496041 -0.453166 0.169457 0.093360
X52 -0.219269 0.377787 -0.395206 -0.244076 -0.085069 -0.170262 -0.225283 -0.200851 -0.249975 -0.375426 -0.201567 -0.189401 -0.052452 -0.225283 0.047427 -0.180692 -0.201791 -0.225283 -0.202069 0.261833 -0.004921 -0.193301 -0.207537 -0.229462 -0.307320 -0.172249 -0.048585 -0.067316 0.152177 0.576150 -0.163399 0.972763 -0.382603 -0.281220 -0.168411 -0.309052 -0.039844 -0.371959 -0.086834 -0.160502 0.061399 -0.116384 0.423923 0.362589 -0.073676 -0.224233 0.392490 -0.229831 -0.240100 -0.224944 0.382309 1.000000 -0.074897 -0.068487 -0.110844 0.145773 -0.042516 -0.078105 0.037367 -0.061097 -0.146697 0.804552 -0.372305 -0.039695 0.038358
X53 0.189630 -0.159130 0.348739 0.152028 0.028907 0.029109 0.197453 0.069524 0.112831 0.170387 0.197028 0.115530 0.104135 0.197453 -0.015805 0.130698 0.066458 0.197453 0.133807 0.006982 0.004500 0.167498 0.129579 0.149018 0.139632 0.125893 0.117053 0.974084 -0.158452 -0.146153 0.129390 -0.075766 0.095941 0.149700 0.166330 0.087264 0.023789 0.102436 0.100414 0.112573 -0.012272 0.097412 0.047106 0.060203 0.077512 0.154076 0.022826 0.153156 0.102892 0.177078 -0.084885 -0.074897 1.000000 0.986232 0.012826 0.095945 0.052422 -0.106745 -0.057886 0.031974 -0.028344 -0.102698 0.113383 0.683742 -0.020705
X54 0.173884 -0.125351 0.342617 0.145963 0.028045 0.017654 0.181724 0.055652 0.107408 0.136936 0.184450 0.105207 0.095291 0.181724 -0.015196 0.117764 0.052556 0.181724 0.119650 0.021446 0.005072 0.157640 0.115200 0.134026 0.113218 0.113354 0.110669 0.987018 -0.155890 -0.124435 0.116033 -0.069399 0.088489 0.136127 0.157105 0.081860 0.016390 0.095230 0.093638 0.104340 -0.010501 0.090047 0.059489 0.064656 0.076795 0.145691 0.032616 0.142376 0.092193 0.161656 -0.076429 -0.068487 0.986232 1.000000 0.013587 0.094793 0.052615 -0.106196 -0.047383 0.036630 -0.030114 -0.094265 0.105133 0.700246 -0.017358
X55 0.088845 -0.218114 0.258463 0.132158 0.039220 0.186310 0.092791 0.109181 -0.080879 0.198194 0.073451 0.080612 0.143507 0.092791 0.000990 0.084531 0.114794 0.092791 0.148336 0.065778 0.032398 0.055866 0.141353 0.127782 0.212301 0.078938 -0.010815 0.016349 0.289565 -0.137480 0.137720 -0.111867 0.038273 -0.050508 0.059100 -0.077310 0.144625 0.203732 0.104996 0.091910 -0.021627 0.104359 0.082706 0.057507 0.011009 0.120984 0.077128 0.054574 0.081333 0.127415 -0.222813 -0.110844 0.012826 0.013587 1.000000 0.080259 0.005900 -0.089326 -0.012464 -0.035007 -0.058627 -0.156909 0.048683 -0.023004 -0.030398
X56 0.435000 -0.222276 0.250272 0.145858 0.023667 0.147578 0.429326 0.124427 -0.021549 0.240077 0.428095 0.326960 0.590806 0.429326 0.013235 0.344816 0.116375 0.429326 0.491155 -0.029123 0.095277 0.345627 0.496963 0.353728 0.219103 0.348357 0.078037 0.089521 0.051083 -0.141617 0.525676 0.138774 -0.042099 0.011578 0.427554 -0.089130 0.042364 0.233128 0.568681 0.107425 0.076556 0.455326 -0.009190 0.013255 0.160820 0.143548 0.257342 0.139864 0.238021 0.141240 -0.215415 0.145773 0.095945 0.094793 0.080259 1.000000 0.160037 -0.906313 -0.021539 -0.008246 -0.029046 -0.173513 0.087837 -0.000409 -0.051493
X57 0.353280 0.022821 0.065403 0.025678 -0.018842 0.078581 0.352301 0.004321 0.117980 -0.011267 0.357253 0.181255 0.218241 0.352301 0.018807 0.156451 0.002142 0.352301 0.263805 -0.101464 0.065847 0.331968 0.264570 0.280683 0.034474 0.156393 0.056512 0.054198 -0.072263 -0.075320 0.265748 -0.043703 0.040144 0.058603 0.316845 0.123156 0.016838 -0.029495 0.224688 0.014414 0.007214 0.240833 -0.070424 -0.008032 0.121293 0.035162 -0.064166 0.284833 0.229709 0.030840 0.044828 -0.042516 0.052422 0.052615 0.005900 0.160037 1.000000 -0.164609 -0.221448 0.046434 -0.005078 -0.076708 0.065729 0.074096 -0.029232
X58 -0.483490 0.274437 -0.286991 -0.173743 -0.030546 -0.165564 -0.477582 -0.150837 0.015789 -0.289825 -0.441766 -0.360123 -0.659523 -0.477582 -0.016028 -0.372401 -0.143003 -0.477582 -0.574792 0.037601 -0.078949 -0.364656 -0.579250 -0.384846 -0.268924 -0.375303 -0.084895 -0.101362 -0.029595 0.217331 -0.593184 -0.066348 0.010898 -0.032927 -0.379207 0.074876 -0.048185 -0.255773 -0.488765 -0.128629 -0.065768 -0.477028 0.016776 -0.010183 -0.186959 -0.168964 -0.232283 -0.161034 -0.267113 -0.168979 0.243486 -0.078105 -0.106745 -0.106196 -0.089326 -0.906313 -0.164609 1.000000 0.032429 -0.006204 0.036410 0.223040 -0.109416 -0.006769 0.027121
X59 -0.055023 0.167093 -0.106926 -0.071209 0.003304 0.005976 -0.063149 -0.102770 -0.067810 -0.165695 -0.059206 -0.058178 -0.027321 -0.063149 0.067635 -0.086609 -0.103356 -0.063149 -0.038352 0.014412 0.011427 -0.044223 -0.032286 -0.072319 -0.103682 -0.083219 -0.026313 -0.048881 0.097073 0.162265 -0.025943 0.037030 -0.071391 -0.099145 -0.042354 -0.073231 -0.060041 0.010512 -0.006742 -0.062529 0.029000 -0.006503 0.001598 -0.010724 -0.022618 -0.075252 0.007000 -0.028115 -0.014139 -0.114656 -0.010545 0.037367 -0.057886 -0.047383 -0.012464 -0.021539 -0.221448 0.032429 1.000000 -0.015115 -0.027642 0.042557 -0.077391 -0.038580 0.011717
X60 0.093349 -0.010320 0.005624 0.002257 0.015535 -0.010261 0.100846 0.019644 0.182974 0.014593 0.101668 0.047720 0.018943 0.100846 -0.005849 0.053899 0.018238 0.100846 0.041177 -0.246901 0.026082 0.089721 0.039397 0.066447 -0.009106 0.048970 0.029179 0.034700 -0.138411 -0.060894 0.035034 -0.061713 0.111917 0.135296 0.081054 0.190607 -0.007301 0.004208 0.025879 0.048518 -0.002459 0.028944 -0.150907 0.009337 0.600167 0.065010 -0.224357 0.082440 0.044723 0.013950 0.003072 -0.061097 0.031974 0.036630 -0.035007 -0.008246 0.046434 -0.006204 -0.015115 1.000000 0.068318 -0.065268 0.107102 0.067387 0.003329
X61 0.025224 -0.034381 -0.081993 -0.004392 -0.000927 -0.000416 0.026426 0.032587 0.255742 0.039214 0.032009 0.053524 -0.044217 0.026426 -0.016256 0.057516 0.031443 0.026426 -0.025011 -0.057893 -0.020613 0.034640 -0.022971 0.029370 -0.012495 0.056847 0.007916 -0.032480 -0.173292 -0.110529 -0.027037 -0.148467 0.249754 0.193137 0.027107 0.324445 -0.045635 0.046176 -0.029419 0.061018 -0.021777 -0.028846 -0.303414 -0.376143 0.023297 -0.031211 -0.052987 0.013645 -0.001989 -0.013820 -0.046172 -0.146697 -0.028344 -0.030114 -0.058627 -0.029046 -0.005078 0.036410 -0.027642 0.068318 1.000000 -0.157605 0.245070 0.000794 0.019071
X62 -0.325346 0.487714 -0.510469 -0.294623 -0.119662 -0.216723 -0.328211 -0.253880 -0.279118 -0.488517 -0.299548 -0.244005 -0.270197 -0.328211 0.031658 -0.256551 -0.253537 -0.328211 -0.355959 0.331738 -0.016493 -0.263707 -0.370201 -0.320256 -0.400863 -0.249746 -0.063154 -0.091885 0.154402 0.717577 -0.323109 0.822232 -0.414954 -0.310236 -0.253671 -0.335452 -0.047391 -0.485576 -0.229114 -0.198645 0.048606 -0.231775 0.513064 0.425461 -0.110756 -0.274846 0.237804 -0.203045 -0.257580 -0.269352 0.496041 0.804552 -0.102698 -0.094265 -0.156909 -0.173513 -0.076708 0.223040 0.042557 -0.065268 -0.157605 1.000000 -0.426805 -0.043249 0.069831
X63 0.301502 -0.463818 0.445796 0.667574 0.079057 0.119409 0.303828 0.542905 0.299664 0.471270 0.289008 0.586723 0.155366 0.303828 -0.061490 0.575761 0.537666 0.303828 0.200032 -0.175972 -0.060314 0.252177 0.202486 0.282624 0.308632 0.563624 0.123487 0.100688 -0.235682 -0.335055 0.186695 -0.375708 0.979498 0.783418 0.241589 0.313072 0.039113 0.455369 0.132591 0.477129 -0.055900 0.139941 -0.265085 -0.215705 0.123616 0.615789 -0.141702 0.206420 0.149467 0.581317 -0.453166 -0.372305 0.113383 0.105133 0.048683 0.087837 0.065729 -0.109416 -0.077391 0.107102 0.245070 -0.426805 1.000000 0.043687 -0.038279
X64 0.084148 0.092525 0.132786 -0.004492 0.008778 -0.045770 0.090223 -0.051475 0.278272 -0.083674 0.107017 0.006658 -0.027606 0.090223 0.004497 0.001839 -0.053225 0.090223 0.014160 -0.041770 0.016118 0.096452 0.014413 0.049129 -0.063167 0.000442 0.070583 0.702362 -0.173049 -0.069246 0.007678 -0.040219 0.046375 0.104211 0.095181 0.281764 0.005128 -0.152334 0.007425 -0.009735 -0.002059 0.004044 -0.027379 -0.001031 0.037664 0.005258 -0.038733 0.100942 0.046456 0.015716 0.169457 -0.039695 0.683742 0.700246 -0.023004 -0.000409 0.074096 -0.006769 -0.038580 0.067387 0.000794 -0.043249 0.043687 1.000000 0.012377
Y -0.069069 0.087193 -0.086340 -0.030725 -0.020537 -0.064306 -0.068461 -0.031821 0.007015 -0.088453 -0.072805 -0.059604 -0.073614 -0.068461 0.021812 -0.057606 -0.031228 -0.068461 -0.062331 0.011333 -0.007420 -0.069534 -0.059399 -0.085938 -0.088024 -0.057172 -0.022650 -0.017696 -0.012940 0.060324 -0.061671 0.049938 -0.024974 -0.014857 -0.079822 0.027772 -0.024150 -0.100520 -0.093586 -0.008780 0.003571 -0.074775 0.016609 0.013238 -0.029353 -0.033125 -0.011240 -0.040340 -0.046225 -0.033532 0.093360 0.038358 -0.020705 -0.017358 -0.030398 -0.051493 -0.029232 0.027121 0.011717 0.003329 0.019071 0.069831 -0.038279 0.012377 1.000000
--------------------------------------------------------------------------
For df3
X1 X2 X3 X4 X5 X6 X7 X8 X9 X10 X11 X12 X13 X14 X15 X16 X17 X18 X19 X20 X21 X22 X23 X24 X25 X26 X27 X28 X29 X30 X31 X32 X33 X34 X35 X36 X37 X38 X39 X40 X41 X42 X43 X44 X45 X46 X47 X48 X49 X50 X51 X52 X53 X54 X55 X56 X57 X58 X59 X60 X61 X62 X63 X64 Y
X1 1.000000 -0.333207 0.337610 0.141975 0.050033 0.286398 0.984154 0.120637 0.170008 0.341073 0.947552 0.591114 0.656002 0.984154 -0.001975 0.501202 0.118840 0.984154 0.779537 -0.161658 0.207217 0.892521 0.790411 0.716112 0.364312 0.496045 0.170086 0.135103 0.027611 -0.227222 0.746461 -0.151778 0.193790 0.194526 0.830574 0.182025 0.042977 0.296528 0.637947 0.100669 -0.016003 0.707970 -0.138426 -0.044501 0.325824 0.148861 -0.075709 0.768844 0.641447 0.152423 -0.276578 -0.150625 0.146644 0.138430 0.087559 0.449324 0.315941 -0.475262 -0.034502 0.066428 0.039612 -0.253080 0.271166 0.077265 -0.110029
X2 -0.333207 1.000000 -0.676097 -0.461289 -0.142233 -0.386245 -0.331751 -0.533810 0.117662 -0.984867 -0.274413 -0.332468 -0.332292 -0.331751 0.102200 -0.382716 -0.537905 -0.331751 -0.345551 0.025926 0.079506 -0.249901 -0.339619 -0.405196 -0.769793 -0.370868 -0.059193 -0.136738 -0.064761 0.507255 -0.306043 0.372884 -0.417148 -0.343339 -0.242112 0.140063 -0.102419 -0.826788 -0.259108 -0.349024 0.062119 -0.265636 0.039327 0.031232 -0.138075 -0.430831 -0.018458 -0.210385 -0.203276 -0.500252 0.823765 0.372251 -0.178161 -0.148968 -0.207182 -0.196439 0.088669 0.224599 0.176337 -0.023733 -0.023462 0.470506 -0.442297 0.094726 0.112857
X3 0.337610 -0.676097 1.000000 0.549477 0.180191 0.247972 0.346800 0.378505 0.064023 0.682212 0.322937 0.305438 0.237258 0.346800 -0.069371 0.324299 0.376594 0.346800 0.305992 0.079079 -0.031975 0.274316 0.297216 0.400523 0.529799 0.308148 0.082059 0.363976 -0.156718 -0.471649 0.280858 -0.408581 0.416420 0.374208 0.265169 0.023969 0.075075 0.645497 0.223285 0.402004 -0.050446 0.232133 0.135693 0.117406 0.121206 0.512181 0.120881 0.247595 0.233354 0.541912 -0.645962 -0.407498 0.361399 0.362957 0.237150 0.207939 -0.028613 -0.229822 -0.083789 0.017550 -0.082474 -0.512818 0.444299 0.155709 -0.090460
X4 0.141975 -0.461289 0.549477 1.000000 0.136478 0.103795 0.146930 0.769590 -0.072803 0.467311 0.130769 0.498241 0.194754 0.146930 -0.059981 0.514124 0.766529 0.146930 0.200856 0.071717 -0.058890 0.099077 0.188521 0.210027 0.312134 0.499461 0.061108 0.160979 -0.104894 -0.321451 0.192607 -0.233445 0.636251 0.502952 0.097699 -0.118119 0.062942 0.452268 0.132201 0.841698 -0.038622 0.141232 0.093330 0.064649 0.087062 0.942957 0.094537 0.092559 0.106030 0.891431 -0.452672 -0.233326 0.167319 0.163325 0.114699 0.121487 -0.006392 -0.132500 -0.057733 0.015583 -0.011547 -0.276752 0.675840 -0.000233 -0.042040
X5 0.050033 -0.142233 0.180191 0.136478 1.000000 0.038007 0.051634 0.112387 0.031271 0.143278 0.048240 0.084356 0.041301 0.051634 -0.052038 0.074663 0.112227 0.051634 0.066802 -0.061578 -0.002850 0.038551 0.065185 0.067219 0.083933 0.070294 0.050202 0.049082 -0.027516 -0.169381 0.060855 -0.180707 0.117114 0.106909 0.028888 0.023788 0.019834 0.141118 0.033416 0.119281 -0.030000 0.044679 -0.008093 0.045846 0.035266 0.147023 -0.053729 0.043023 0.056352 0.129221 -0.146291 -0.177488 0.049437 0.049012 0.048156 0.006689 -0.008600 -0.021587 -0.022423 0.026001 0.006145 -0.188597 0.117527 0.014869 -0.022826
X6 0.286398 -0.386245 0.247972 0.103795 0.038007 1.000000 0.289014 0.136412 -0.141316 0.363369 0.244639 0.222323 0.260100 0.289014 -0.026543 0.219485 0.143081 0.289014 0.312922 -0.074897 -0.047742 0.262692 0.308486 0.481201 0.542555 0.213771 -0.000078 0.020090 0.263489 -0.213043 0.263225 -0.176797 0.102835 -0.064578 0.270796 -0.013830 0.089502 0.302880 0.298316 0.068242 -0.017844 0.295083 -0.075955 -0.037250 0.063884 0.099976 -0.043374 0.237477 0.270398 0.132106 -0.304694 -0.174936 0.036877 0.022901 0.178520 0.152877 0.056635 -0.165090 -0.015823 0.000157 0.002925 -0.225042 0.123760 -0.051797 -0.088975
X7 0.984154 -0.331751 0.346800 0.146930 0.051634 0.289014 1.000000 0.120815 0.175360 0.338861 0.966024 0.600987 0.659124 1.000000 -0.008627 0.507928 0.119164 1.000000 0.789237 -0.170266 0.211083 0.915076 0.773646 0.726170 0.365807 0.492184 0.171689 0.143299 0.018115 -0.235752 0.749396 -0.157729 0.197523 0.198079 0.851785 0.188980 0.046428 0.290410 0.652831 0.108809 -0.023492 0.723523 -0.146517 -0.047883 0.325302 0.156582 -0.086695 0.792137 0.660209 0.158823 -0.270742 -0.156516 0.154671 0.146314 0.092802 0.445446 0.318286 -0.471185 -0.041406 0.070773 0.034817 -0.257693 0.274451 0.086207 -0.107213
X8 0.120637 -0.533810 0.378505 0.769590 0.112387 0.136412 0.120815 1.000000 -0.107118 0.537276 0.096533 0.460175 0.208476 0.120815 -0.072048 0.600081 0.997268 0.120815 0.194170 0.015900 -0.059895 0.073314 0.184857 0.183956 0.354648 0.590334 0.048801 0.066608 -0.048181 -0.320500 0.179833 -0.203506 0.540579 0.523922 0.072676 -0.157469 0.076046 0.466915 0.119516 0.663094 -0.046971 0.128440 0.020433 0.013969 0.103306 0.732766 0.027506 0.068804 0.075869 0.857379 -0.450076 -0.203238 0.085445 0.073375 0.097204 0.090247 -0.023399 -0.103591 -0.100015 0.030120 0.039132 -0.240874 0.571030 -0.052979 -0.041136
X9 0.170008 0.117662 0.064023 -0.072803 0.031271 -0.141316 0.175360 -0.107118 1.000000 -0.086288 0.226819 0.054409 -0.095409 0.175360 0.005606 0.046747 -0.112539 0.175360 0.004503 -0.275656 0.056424 0.195285 0.014183 0.145589 -0.149174 0.046323 0.070327 0.093226 -0.440761 -0.216628 -0.011560 -0.220100 0.292109 0.465259 0.178163 0.830368 -0.042917 -0.188139 0.001354 -0.070048 -0.022695 -0.009146 -0.356327 -0.245111 0.071459 -0.059340 -0.244302 0.149826 0.090330 -0.040430 0.225641 -0.219916 0.093363 0.092646 -0.084169 -0.002483 0.119693 0.016543 -0.053517 0.172086 0.237922 -0.255156 0.279757 0.289867 0.005927
X10 0.341073 -0.984867 0.682212 0.467311 0.143278 0.363369 0.338861 0.537276 -0.086288 1.000000 0.287475 0.337848 0.335659 0.338861 -0.099709 0.385388 0.532847 0.338861 0.351256 -0.026593 -0.081495 0.254879 0.346260 0.412996 0.759377 0.373975 0.064183 0.145237 0.017462 -0.501986 0.315322 -0.366765 0.420131 0.377408 0.245444 -0.134129 0.094928 0.846144 0.261503 0.351509 -0.058210 0.270009 -0.034684 -0.024081 0.141846 0.436216 0.023016 0.213568 0.208630 0.502867 -0.813943 -0.367090 0.189462 0.160775 0.188905 0.215056 -0.084026 -0.242689 -0.175859 0.024673 0.023107 -0.468429 0.447634 -0.086181 -0.113847
X11 0.947552 -0.274413 0.322937 0.130769 0.048240 0.244639 0.966024 0.096533 0.226819 0.287475 1.000000 0.580443 0.624904 0.966024 -0.011526 0.485923 0.093830 0.966024 0.756447 -0.176186 0.211736 0.928038 0.740323 0.695316 0.306934 0.470084 0.161262 0.142895 -0.027605 -0.220142 0.725530 -0.149692 0.187971 0.210381 0.862489 0.218661 0.040045 0.248790 0.646605 0.096935 -0.028579 0.718667 -0.155279 -0.054709 0.312441 0.141114 -0.092441 0.803475 0.660557 0.139883 -0.224907 -0.148595 0.151257 0.145959 0.071970 0.440042 0.314300 -0.444618 -0.033388 0.070718 0.037227 -0.247580 0.264559 0.099631 -0.102442
X12 0.591114 -0.332468 0.305438 0.498241 0.084356 0.222323 0.600987 0.460175 0.054409 0.337848 0.580443 1.000000 0.528490 0.600987 -0.046073 0.855555 0.458170 0.600987 0.605262 -0.095125 0.098815 0.543194 0.590234 0.491164 0.294454 0.838947 0.156046 0.093430 0.002435 -0.207395 0.579147 -0.159597 0.438095 0.372761 0.508723 0.026039 0.052688 0.310631 0.499124 0.388666 -0.034201 0.552215 -0.093919 -0.043722 0.252432 0.469581 -0.032939 0.466294 0.481941 0.462410 -0.301951 -0.158894 0.101555 0.094713 0.084919 0.349850 0.182574 -0.363122 -0.039694 0.042516 0.085235 -0.211569 0.561834 0.014027 -0.072877
X13 0.656002 -0.332292 0.237258 0.194754 0.041301 0.260100 0.659124 0.208476 -0.095409 0.335659 0.624904 0.528490 1.000000 0.659124 -0.005645 0.527161 0.210237 0.659124 0.869066 -0.080599 0.119900 0.561021 0.853543 0.476282 0.336048 0.523502 0.105836 0.051962 0.137672 -0.117807 0.848469 0.034729 0.033416 0.026441 0.513772 -0.147625 0.051774 0.340016 0.666275 0.171104 -0.028219 0.769321 0.002578 0.078539 0.270870 0.205411 0.091699 0.304683 0.434281 0.176834 -0.332796 0.038409 0.060994 0.057164 0.118158 0.606560 0.178758 -0.644938 -0.000288 0.013393 -0.035161 -0.147773 0.130409 -0.053609 -0.136480
X14 0.984154 -0.331751 0.346800 0.146930 0.051634 0.289014 1.000000 0.120815 0.175360 0.338861 0.966024 0.600987 0.659124 1.000000 -0.008627 0.507928 0.119164 1.000000 0.789237 -0.170266 0.211083 0.915076 0.773646 0.726170 0.365807 0.492184 0.171689 0.143299 0.018115 -0.235752 0.749396 -0.157729 0.197523 0.198079 0.851785 0.188980 0.046428 0.290410 0.652831 0.108809 -0.023492 0.723523 -0.146517 -0.047883 0.325302 0.156582 -0.086695 0.792137 0.660209 0.158823 -0.270742 -0.156516 0.154671 0.146314 0.092802 0.445446 0.318286 -0.471185 -0.041406 0.070773 0.034817 -0.257693 0.274451 0.086207 -0.107213
X15 -0.001975 0.102200 -0.069371 -0.059981 -0.052038 -0.026543 -0.008627 -0.072048 0.005606 -0.099709 -0.011526 -0.046073 -0.005645 -0.008627 1.000000 -0.058803 -0.072594 -0.008627 0.020292 0.008223 0.007969 -0.016554 0.026286 -0.038080 -0.065868 -0.056207 -0.006596 -0.023891 0.032476 0.064936 0.025471 0.064528 -0.057857 -0.048822 -0.014939 0.004214 -0.015930 -0.077808 0.011590 -0.048560 0.174828 0.017786 0.013720 0.011660 -0.009579 -0.056580 0.009844 0.009877 0.038381 -0.069976 0.078958 0.063499 -0.025011 -0.024960 -0.005143 0.015121 0.007143 -0.014184 0.053485 0.004283 -0.012867 0.061026 -0.061076 0.008871 0.017705
X16 0.501202 -0.382716 0.324299 0.514124 0.074663 0.219485 0.507928 0.600081 0.046747 0.385388 0.485923 0.855555 0.527161 0.507928 -0.058803 1.000000 0.599092 0.507928 0.488690 -0.090952 0.071448 0.443924 0.477191 0.435450 0.303881 0.994752 0.137854 0.095462 -0.022532 -0.241786 0.470585 -0.148792 0.433396 0.438302 0.421770 0.017009 0.063519 0.332513 0.398777 0.411982 -0.049272 0.432558 -0.090784 -0.043190 0.230891 0.490962 0.003833 0.276307 0.279251 0.581364 -0.319363 -0.147915 0.109717 0.100312 0.080538 0.357530 0.135125 -0.371792 -0.073486 0.046527 0.089138 -0.220562 0.556358 0.001111 -0.074012
X17 0.118840 -0.537905 0.376594 0.766529 0.112227 0.143081 0.119164 0.997268 -0.112539 0.532847 0.093830 0.458170 0.210237 0.119164 -0.072594 0.599092 1.000000 0.119164 0.193826 0.017254 -0.059304 0.071879 0.184211 0.181977 0.357730 0.589161 0.046924 0.063983 -0.036609 -0.323001 0.178486 -0.204743 0.538325 0.509329 0.071591 -0.160075 0.079859 0.461168 0.118833 0.662872 -0.047844 0.127274 0.019845 0.011884 0.101660 0.730649 0.026765 0.067898 0.072869 0.855329 -0.453129 -0.204372 0.082148 0.069994 0.103209 0.083743 -0.024307 -0.096988 -0.100444 0.028915 0.039186 -0.241153 0.567839 -0.054958 -0.040886
X18 0.984154 -0.331751 0.346800 0.146930 0.051634 0.289014 1.000000 0.120815 0.175360 0.338861 0.966024 0.600987 0.659124 1.000000 -0.008627 0.507928 0.119164 1.000000 0.789237 -0.170266 0.211083 0.915076 0.773646 0.726170 0.365807 0.492184 0.171689 0.143299 0.018115 -0.235752 0.749396 -0.157729 0.197523 0.198079 0.851785 0.188980 0.046428 0.290410 0.652831 0.108809 -0.023492 0.723523 -0.146517 -0.047883 0.325302 0.156582 -0.086695 0.792137 0.660209 0.158823 -0.270742 -0.156516 0.154671 0.146314 0.092802 0.445446 0.318286 -0.471185 -0.041406 0.070773 0.034817 -0.257693 0.274451 0.086207 -0.107213
X19 0.779537 -0.345551 0.305992 0.200856 0.066802 0.312922 0.789237 0.194170 0.004503 0.351256 0.756447 0.605262 0.869066 0.789237 0.020292 0.488690 0.193826 0.789237 1.000000 -0.140470 0.150872 0.698122 0.981157 0.580188 0.377536 0.473950 0.124717 0.096599 0.097059 -0.235806 0.956038 -0.095279 0.095966 0.091156 0.638117 -0.019830 0.063458 0.314724 0.777059 0.170229 0.003192 0.890783 -0.064781 0.039418 0.304195 0.212819 -0.033189 0.612143 0.781283 0.194301 -0.297519 -0.092660 0.105482 0.100129 0.134086 0.524531 0.237520 -0.564933 -0.010379 0.028838 -0.017453 -0.236481 0.177486 0.007282 -0.124087
X20 -0.161658 0.025926 0.079079 0.071717 -0.061578 -0.074897 -0.170266 0.015900 -0.275656 -0.026593 -0.176186 -0.095125 -0.080599 -0.170266 0.008223 -0.090952 0.017254 -0.170266 -0.140470 1.000000 -0.089398 -0.172880 -0.140748 -0.158669 -0.036040 -0.086097 -0.030347 0.013149 0.101444 0.230039 -0.119348 0.241723 -0.171653 -0.143270 -0.155656 -0.341434 -0.015673 -0.014738 -0.119603 -0.052081 0.011023 -0.137378 0.704790 0.062138 -0.133898 -0.082512 0.869894 -0.128464 -0.160984 0.045682 0.012312 0.238148 0.010767 0.014247 0.035487 -0.041910 -0.073930 0.045446 0.002128 -0.204803 -0.023306 0.309251 -0.171284 -0.048349 0.040883
X21 0.207217 0.079506 -0.031975 -0.058890 -0.002850 -0.047742 0.211083 -0.059895 0.056424 -0.081495 0.211736 0.098815 0.119900 0.211083 0.007969 0.071448 -0.059304 0.211083 0.150872 -0.089398 1.000000 0.208071 0.153045 -0.015642 -0.061372 0.069547 0.006715 0.005696 0.061496 0.017899 0.149177 -0.001497 -0.013094 -0.021251 0.204715 0.091508 -0.003248 -0.049989 0.151816 -0.046854 -0.020509 0.153511 -0.068332 -0.013046 0.058351 -0.046941 -0.054649 0.174033 0.144523 -0.061130 0.052592 -0.002125 0.002581 0.006277 -0.001343 0.128758 0.103732 -0.115316 0.011451 0.020739 0.023387 -0.024656 0.005876 0.032597 0.000446
X22 0.892521 -0.249901 0.274316 0.099077 0.038551 0.262692 0.915076 0.073314 0.195285 0.254879 0.928038 0.543194 0.561021 0.915076 -0.016554 0.443924 0.071879 0.915076 0.698122 -0.172880 0.208071 1.000000 0.678518 0.659205 0.295271 0.424489 0.161143 0.115407 0.012815 -0.200729 0.605939 -0.148349 0.180972 0.178219 0.928149 0.219952 0.024073 0.223388 0.697126 0.068152 -0.040925 0.777543 -0.162372 -0.067761 0.297019 0.108432 -0.113799 0.880387 0.720185 0.108721 -0.205204 -0.147226 0.123108 0.117736 0.067470 0.384687 0.292985 -0.388192 -0.016941 0.067740 0.049115 -0.232779 0.243481 0.083424 -0.101976
X23 0.790411 -0.339619 0.297216 0.188521 0.065185 0.308486 0.773646 0.184857 0.014183 0.346260 0.740323 0.590234 0.853543 0.773646 0.026286 0.477191 0.184211 0.773646 0.981157 -0.140748 0.153045 0.678518 1.000000 0.570449 0.370094 0.472920 0.122951 0.091986 0.098818 -0.231419 0.943885 -0.096486 0.095895 0.092733 0.619680 -0.008330 0.057967 0.310081 0.755113 0.152891 0.009186 0.868016 -0.067352 0.036058 0.303873 0.197539 -0.029898 0.591606 0.760533 0.182437 -0.292007 -0.094483 0.100515 0.095562 0.125262 0.524323 0.235251 -0.563651 -0.004335 0.027532 -0.008727 -0.239486 0.176914 0.007386 -0.125478
X24 0.716112 -0.405196 0.400523 0.210027 0.067219 0.481201 0.726170 0.183956 0.145589 0.412996 0.695316 0.491164 0.476282 0.726170 -0.038080 0.435450 0.181977 0.726170 0.580188 -0.158669 -0.015642 0.659205 0.570449 1.000000 0.442096 0.423081 0.149997 0.143308 0.014045 -0.293127 0.544938 -0.203584 0.238040 0.222464 0.630417 0.149592 0.051887 0.336753 0.491981 0.161651 -0.031189 0.521249 -0.137641 -0.046174 0.236605 0.214680 -0.090931 0.569151 0.484856 0.227930 -0.317151 -0.201844 0.156880 0.145262 0.106640 0.338212 0.221289 -0.354410 -0.073089 0.067099 0.031550 -0.291644 0.297397 0.071541 -0.103893
X25 0.364312 -0.769793 0.529799 0.312134 0.083933 0.542555 0.365807 0.354648 -0.149174 0.759377 0.306934 0.294454 0.336048 0.365807 -0.065868 0.303881 0.357730 0.365807 0.377536 -0.036040 -0.061372 0.295271 0.370094 0.442096 1.000000 0.289785 0.046920 0.108939 0.225996 -0.392161 0.337020 -0.291533 0.255735 0.123067 0.294718 -0.119278 0.103513 0.647091 0.312354 0.236741 -0.044096 0.313241 -0.049766 -0.036519 0.122906 0.290657 0.002252 0.262481 0.267809 0.342260 -0.635082 -0.289037 0.142775 0.119503 0.206405 0.202416 -0.025542 -0.225031 -0.112342 -0.005332 -0.028379 -0.375635 0.284361 -0.071760 -0.116401
X26 0.496045 -0.370868 0.308148 0.499461 0.070294 0.213771 0.492184 0.590334 0.046323 0.373975 0.470084 0.838947 0.523502 0.492184 -0.056207 0.994752 0.589161 0.492184 0.473950 -0.086097 0.069547 0.424489 0.472920 0.423081 0.289785 1.000000 0.132523 0.087565 -0.020053 -0.231532 0.461747 -0.141169 0.422342 0.428048 0.403350 0.016794 0.059495 0.323713 0.381434 0.390804 -0.046546 0.414300 -0.086764 -0.042047 0.224391 0.471543 0.012802 0.249959 0.254373 0.564663 -0.310615 -0.140310 0.101478 0.092401 0.075008 0.359761 0.134179 -0.373579 -0.070329 0.043167 0.091675 -0.213775 0.546661 -0.002778 -0.073977
X27 0.170086 -0.059193 0.082059 0.061108 0.050202 -0.000078 0.171689 0.048801 0.070327 0.064183 0.161262 0.156046 0.105836 0.171689 -0.006596 0.137854 0.046924 0.171689 0.124717 -0.030347 0.006715 0.161143 0.122951 0.149997 0.046920 0.132523 1.000000 0.078552 -0.042271 -0.048928 0.110221 -0.023263 0.086657 0.116350 0.147812 0.050696 -0.008218 0.045426 0.103926 0.044061 -0.008938 0.117552 -0.017904 0.003017 0.089034 0.059945 -0.015568 0.138946 0.105493 0.061784 -0.043092 -0.022978 0.078997 0.075773 -0.004498 0.070865 0.071889 -0.080925 -0.016006 0.056365 -0.006894 -0.037173 0.103860 0.091074 -0.007508
X28 0.135103 -0.136738 0.363976 0.160979 0.049082 0.020090 0.143299 0.066608 0.093226 0.145237 0.142895 0.093430 0.051962 0.143299 -0.023891 0.095462 0.063983 0.143299 0.096599 0.013149 0.005696 0.115407 0.091986 0.143308 0.108939 0.087565 0.078552 1.000000 -0.166199 -0.140682 0.092522 -0.080465 0.092746 0.136463 0.108958 0.071717 0.001991 0.100740 0.064252 0.138236 -0.022531 0.071370 0.057439 0.068588 0.068457 0.163602 0.030010 0.122919 0.094942 0.179765 -0.091334 -0.080212 0.982610 0.991544 0.004724 0.068316 0.015151 -0.074412 -0.043113 0.042841 -0.028024 -0.105184 0.106882 0.673228 0.004144
X29 0.027611 -0.064761 -0.156718 -0.104894 -0.027516 0.263489 0.018115 -0.048181 -0.440761 0.017462 -0.027605 0.002435 0.137672 0.018115 0.032476 -0.022532 -0.036609 0.018115 0.097059 0.101444 0.061496 0.012815 0.098818 0.014045 0.225996 -0.020053 -0.042271 -0.166199 1.000000 0.139970 0.083081 0.088098 -0.214087 -0.394014 0.065799 -0.327182 0.149464 0.085812 0.172906 -0.100442 0.003673 0.114914 0.096997 0.042180 -0.040618 -0.118708 0.098926 0.021197 0.047085 -0.122260 -0.125667 0.096273 -0.161471 -0.166748 0.321380 0.101629 -0.021594 -0.084054 0.062127 -0.120915 -0.144020 0.091397 -0.197580 -0.199688 -0.028479
X30 -0.227222 0.507255 -0.471649 -0.321451 -0.169381 -0.213043 -0.235752 -0.320500 -0.216628 -0.501986 -0.220142 -0.207395 -0.117807 -0.235752 0.064936 -0.241786 -0.323001 -0.235752 -0.235806 0.230039 0.017899 -0.200729 -0.231419 -0.293127 -0.392161 -0.231532 -0.048928 -0.140682 0.139970 1.000000 -0.171033 0.617775 -0.311049 -0.278361 -0.192620 -0.265066 -0.082439 -0.273842 -0.153167 -0.306658 0.058463 -0.138922 0.329678 0.250016 -0.094292 -0.325082 0.167112 -0.158400 -0.210583 -0.372010 0.258572 0.613015 -0.161852 -0.142475 -0.126108 -0.111528 -0.028721 0.131444 0.151887 -0.056986 -0.084962 0.722873 -0.321517 -0.080587 0.060678
X31 0.746461 -0.306043 0.280858 0.192607 0.060855 0.263225 0.749396 0.179833 -0.011560 0.315322 0.725530 0.579147 0.848469 0.749396 0.025471 0.470585 0.178486 0.749396 0.956038 -0.119348 0.149177 0.605939 0.943885 0.544938 0.337020 0.461747 0.110221 0.092522 0.083081 -0.171033 1.000000 -0.058654 0.069355 0.076725 0.553071 -0.043848 0.053230 0.302547 0.682000 0.161889 0.019918 0.789545 -0.037002 0.058868 0.282259 0.202366 -0.002073 0.521268 0.677853 0.179460 -0.283910 -0.056594 0.097440 0.096416 0.121133 0.533957 0.231133 -0.559453 0.003076 0.022423 -0.026621 -0.194818 0.158085 0.001750 -0.112064
X32 -0.151778 0.372884 -0.408581 -0.233445 -0.180707 -0.176797 -0.157729 -0.203506 -0.220100 -0.366765 -0.149692 -0.159597 0.034729 -0.157729 0.064528 -0.148792 -0.204743 -0.157729 -0.095279 0.241723 -0.001497 -0.148349 -0.096486 -0.203584 -0.291533 -0.141169 -0.023263 -0.080465 0.088098 0.617775 -0.058654 1.000000 -0.351837 -0.250424 -0.126132 -0.274376 -0.024934 -0.368053 -0.028504 -0.161200 0.065391 -0.043247 0.370443 0.296509 -0.052744 -0.216763 0.304529 -0.175652 -0.156469 -0.218368 0.378906 0.988365 -0.085523 -0.081139 -0.114402 0.123568 -0.007804 -0.079790 0.023829 -0.054264 -0.107239 0.833033 -0.341566 -0.044201 0.062183
X33 0.193790 -0.417148 0.416420 0.636251 0.117114 0.102835 0.197523 0.540579 0.292109 0.420131 0.187971 0.438095 0.033416 0.197523 -0.057857 0.433396 0.538325 0.197523 0.095966 -0.171653 -0.013094 0.180972 0.095895 0.238040 0.255735 0.422342 0.086657 0.092746 -0.214087 -0.311049 0.069355 -0.351837 1.000000 0.771293 0.160644 0.324564 0.018966 0.411438 0.053060 0.456686 -0.057400 0.068626 -0.251657 -0.194514 0.097631 0.587315 -0.171760 0.161692 0.110599 0.560875 -0.414247 -0.351737 0.097863 0.095071 0.037193 -0.041738 0.019723 0.031505 -0.061193 0.121204 0.230762 -0.385489 0.977580 0.048462 -0.026601
X34 0.194526 -0.343339 0.374208 0.502952 0.106909 -0.064578 0.198079 0.523922 0.465259 0.377408 0.210381 0.372761 0.026441 0.198079 -0.048822 0.438302 0.509329 0.198079 0.091156 -0.143270 -0.021251 0.178219 0.092733 0.222464 0.123067 0.428048 0.116350 0.136463 -0.394014 -0.278361 0.076725 -0.250424 0.771293 1.000000 0.155732 0.334549 -0.019507 0.292560 0.044246 0.368612 -0.039365 0.058925 -0.188784 -0.132440 0.109825 0.465457 -0.133603 0.157179 0.104672 0.570260 -0.252769 -0.250748 0.152165 0.143277 -0.054731 0.003541 0.029567 -0.006775 -0.092777 0.133665 0.185405 -0.280826 0.760005 0.109030 -0.009121
X35 0.830574 -0.242112 0.265169 0.097699 0.028888 0.270796 0.851785 0.072676 0.178163 0.245444 0.862489 0.508723 0.513772 0.851785 -0.014939 0.421770 0.071591 0.851785 0.638117 -0.155656 0.204715 0.928149 0.619680 0.630417 0.294718 0.403350 0.147812 0.108958 0.065799 -0.192620 0.553071 -0.126132 0.160644 0.155732 1.000000 0.205008 0.031244 0.220358 0.788337 0.065235 -0.023526 0.705861 -0.154244 -0.072333 0.279908 0.105593 -0.079446 0.813454 0.653362 0.107634 -0.197781 -0.125475 0.118897 0.112400 0.069802 0.472122 0.278966 -0.407853 -0.016876 0.062239 0.037013 -0.226443 0.233841 0.079123 -0.107934
X36 0.182025 0.140063 0.023969 -0.118119 0.023788 -0.013830 0.188980 -0.157469 0.830368 -0.134129 0.218661 0.026039 -0.147625 0.188980 0.004214 0.017009 -0.160075 0.188980 -0.019830 -0.341434 0.091508 0.219952 -0.008330 0.149592 -0.119278 0.016794 0.050696 0.071717 -0.327182 -0.265066 -0.043848 -0.274376 0.324564 0.334549 0.205008 1.000000 -0.026559 -0.257570 -0.020406 -0.108749 -0.036559 -0.035072 -0.444162 -0.307548 0.056027 -0.101225 -0.310299 0.172739 0.098540 -0.075366 0.281406 -0.273975 0.069573 0.067703 -0.071462 -0.053276 0.145098 0.062632 -0.062778 0.174543 0.309272 -0.307253 0.300347 0.294175 0.024921
X37 0.042977 -0.102419 0.075075 0.062942 0.019834 0.089502 0.046428 0.076046 -0.042917 0.094928 0.040045 0.052688 0.051774 0.046428 -0.015930 0.063519 0.079859 0.046428 0.063458 -0.015673 -0.003248 0.024073 0.057967 0.051887 0.103513 0.059495 -0.008218 0.001991 0.149464 -0.082439 0.053230 -0.024934 0.018966 -0.019507 0.031244 -0.026559 1.000000 0.032714 0.047602 0.056628 -0.016079 0.040771 0.009265 0.027603 0.010566 0.068879 -0.007887 0.028554 0.039869 0.084394 -0.042459 -0.025000 0.006579 0.000627 0.176645 0.031096 0.034208 -0.031037 -0.051360 0.004600 -0.033631 -0.032741 0.026203 -0.006252 -0.010766
X38 0.296528 -0.826788 0.645497 0.452268 0.141118 0.302880 0.290410 0.466915 -0.188139 0.846144 0.248790 0.310631 0.340016 0.290410 -0.077808 0.332513 0.461168 0.290410 0.314724 -0.014738 -0.049989 0.223388 0.310081 0.336753 0.647091 0.323713 0.045426 0.100740 0.085812 -0.273842 0.302547 -0.368053 0.411438 0.292560 0.220358 -0.257570 0.032714 1.000000 0.262334 0.332849 -0.035460 0.268042 -0.027050 -0.024359 0.125893 0.418358 0.031527 0.182421 0.170041 0.412326 -0.960162 -0.366889 0.123110 0.120858 0.194105 0.216315 -0.105864 -0.228698 0.023000 0.011299 0.020229 -0.471012 0.437701 -0.166987 -0.122232
X39 0.637947 -0.259108 0.223285 0.132201 0.033416 0.298316 0.652831 0.119516 0.001354 0.261503 0.646605 0.499124 0.666275 0.652831 0.011590 0.398777 0.118833 0.652831 0.777059 -0.119603 0.151816 0.697126 0.755113 0.491981 0.312354 0.381434 0.103926 0.064252 0.172906 -0.153167 0.682000 -0.028504 0.053060 0.044246 0.788337 -0.020406 0.047602 0.262334 1.000000 0.102721 0.004759 0.858363 -0.093557 -0.020462 0.240206 0.140500 -0.006619 0.616883 0.754431 0.122765 -0.239210 -0.028628 0.077431 0.069153 0.108076 0.615381 0.189927 -0.525344 0.019737 0.017339 -0.013413 -0.191004 0.136460 -0.003984 -0.130252
X40 0.100669 -0.349024 0.402004 0.841698 0.119281 0.068242 0.108809 0.663094 -0.070048 0.351509 0.096935 0.388666 0.171104 0.108809 -0.048560 0.411982 0.662872 0.108809 0.170229 -0.052081 -0.046854 0.068152 0.152891 0.161651 0.236741 0.390804 0.044061 0.138236 -0.100442 -0.306658 0.161889 -0.161200 0.456686 0.368612 0.065235 -0.108749 0.056628 0.332849 0.102721 1.000000 -0.029949 0.112340 -0.062827 -0.039985 0.096725 0.899981 -0.031899 0.069257 0.077843 0.765520 -0.334659 -0.160945 0.143989 0.139992 0.085162 0.085734 -0.002882 -0.097232 -0.052357 0.043700 0.056197 -0.190079 0.489535 0.000451 -0.027898
X41 -0.016003 0.062119 -0.050446 -0.038622 -0.030000 -0.017844 -0.023492 -0.046971 -0.022695 -0.058210 -0.028579 -0.034201 -0.028219 -0.023492 0.174828 -0.049272 -0.047844 -0.023492 0.003192 0.011023 -0.020509 -0.040925 0.009186 -0.031189 -0.044096 -0.046546 -0.008938 -0.022531 0.003673 0.058463 0.019918 0.065391 -0.057400 -0.039365 -0.023526 -0.036559 -0.016079 -0.035460 0.004759 -0.029949 1.000000 -0.018134 0.017068 0.013767 -0.015821 -0.036518 0.027801 -0.006101 0.015592 -0.047694 0.032124 0.064506 -0.019868 -0.020900 -0.004838 0.078908 -0.010702 -0.058259 0.049789 -0.011455 -0.009138 0.051660 -0.051072 -0.017192 -0.013366
X42 0.707970 -0.265636 0.232133 0.141232 0.044679 0.295083 0.723523 0.128440 -0.009146 0.270009 0.718667 0.552215 0.769321 0.723523 0.017786 0.432558 0.127274 0.723523 0.890783 -0.137378 0.153511 0.777543 0.868016 0.521249 0.313241 0.414300 0.117552 0.071370 0.114914 -0.138922 0.789545 -0.043247 0.068626 0.058925 0.705861 -0.035072 0.040771 0.268042 0.858363 0.112340 -0.018134 1.000000 -0.064277 0.037253 0.269250 0.151375 -0.050268 0.691434 0.872736 0.129028 -0.253189 -0.042631 0.074033 0.074786 0.108280 0.490265 0.208512 -0.504091 0.027078 0.021986 -0.010771 -0.170977 0.139691 -0.005608 -0.124610
X43 -0.138426 0.039327 0.135693 0.093330 -0.008093 -0.075955 -0.146517 0.020433 -0.356327 -0.034684 -0.155279 -0.093919 0.002578 -0.146517 0.013720 -0.090784 0.019845 -0.146517 -0.064781 0.704790 -0.068332 -0.162372 -0.067352 -0.137641 -0.049766 -0.086764 -0.017904 0.057439 0.096997 0.329678 -0.037002 0.370443 -0.251657 -0.188784 -0.154244 -0.444162 0.009265 -0.027050 -0.093557 -0.062827 0.017068 -0.064277 1.000000 0.751839 -0.048942 0.026918 0.616114 -0.106007 -0.114296 0.072155 0.035475 0.364510 0.042910 0.056359 0.069027 -0.025471 -0.071588 0.010579 0.006118 -0.128495 -0.275446 0.445725 -0.246595 -0.034503 0.029202
X44 -0.044501 0.031232 0.117406 0.064649 0.045846 -0.037250 -0.047883 0.013969 -0.245111 -0.024081 -0.054709 -0.043722 0.078539 -0.047883 0.011660 -0.043190 0.011884 -0.047883 0.039418 0.062138 -0.013046 -0.067761 0.036058 -0.046174 -0.036519 -0.042047 0.003017 0.068588 0.042180 0.250016 0.058868 0.296509 -0.194514 -0.132440 -0.072333 -0.307548 0.027603 -0.024359 -0.020462 -0.039985 0.013767 0.037253 0.751839 1.000000 0.055592 0.114559 0.058304 -0.029742 -0.011179 0.059055 0.038466 0.291484 0.050361 0.066049 0.064131 0.003117 -0.032004 -0.027355 0.006630 0.009571 -0.365859 0.339659 -0.187736 -0.003606 0.003087
X45 0.325824 -0.138075 0.121206 0.087062 0.035266 0.063884 0.325302 0.103306 0.071459 0.141846 0.312441 0.252432 0.270870 0.325302 -0.009579 0.230891 0.101660 0.325302 0.304195 -0.133898 0.058351 0.297019 0.303873 0.236605 0.122906 0.224391 0.089034 0.068457 -0.040618 -0.094292 0.282259 -0.052744 0.097631 0.109825 0.279908 0.056027 0.010566 0.125893 0.240206 0.096725 -0.015821 0.269250 -0.048942 0.055592 1.000000 0.133705 -0.103685 0.258245 0.230072 0.092264 -0.118690 -0.052062 0.071187 0.068957 0.019011 0.170952 0.107990 -0.186100 -0.004941 0.525395 0.029304 -0.087322 0.127526 0.063310 -0.029971
X46 0.148861 -0.430831 0.512181 0.942957 0.147023 0.099976 0.156582 0.732766 -0.059340 0.436216 0.141114 0.469581 0.205411 0.156582 -0.056580 0.490962 0.730649 0.156582 0.212819 -0.082512 -0.046941 0.108432 0.197539 0.214680 0.290657 0.471543 0.059945 0.163602 -0.118708 -0.325082 0.202366 -0.216763 0.587315 0.465457 0.105593 -0.101225 0.068879 0.418358 0.140500 0.899981 -0.036518 0.151375 0.026918 0.114559 0.133705 1.000000 -0.049974 0.102169 0.114707 0.845806 -0.418336 -0.216314 0.169695 0.165717 0.109741 0.118697 0.002391 -0.131392 -0.055777 0.067932 -0.035039 -0.258274 0.625735 0.009015 -0.052050
X47 -0.075709 -0.018458 0.120881 0.094537 -0.053729 -0.043374 -0.086695 0.027506 -0.244302 0.023016 -0.092441 -0.032939 0.091699 -0.086695 0.009844 0.003833 0.026765 -0.086695 -0.033189 0.869894 -0.054649 -0.113799 -0.029898 -0.090931 0.002252 0.012802 -0.015568 0.030010 0.098926 0.167112 -0.002073 0.304529 -0.171760 -0.133603 -0.079446 -0.310299 -0.007887 0.031527 -0.006619 -0.031899 0.027801 -0.050268 0.616114 0.058304 -0.103685 -0.049974 1.000000 -0.169866 -0.162110 0.060726 -0.032897 0.312199 0.029256 0.031724 0.050733 0.235917 -0.045895 -0.219553 0.000280 -0.181342 -0.022982 0.223727 -0.132514 -0.041701 0.007001
X48 0.768844 -0.210385 0.247595 0.092559 0.043023 0.237477 0.792137 0.068804 0.149826 0.213568 0.803475 0.466294 0.304683 0.792137 0.009877 0.276307 0.067898 0.792137 0.612143 -0.128464 0.174033 0.880387 0.591606 0.569151 0.262481 0.249959 0.138946 0.122919 0.021197 -0.158400 0.521268 -0.175652 0.161692 0.157179 0.813454 0.172739 0.028554 0.182421 0.616883 0.069257 -0.006101 0.691434 -0.106007 -0.029742 0.258245 0.102169 -0.169866 1.000000 0.825081 0.102344 -0.165900 -0.176037 0.127624 0.123492 0.065406 0.169690 0.256918 -0.174724 -0.009081 0.060139 0.021738 -0.175223 0.188826 0.101496 -0.063904
X49 0.641447 -0.203276 0.233354 0.106030 0.056352 0.270398 0.660209 0.075869 0.090330 0.208630 0.660557 0.481941 0.434281 0.660209 0.038381 0.279251 0.072869 0.660209 0.781283 -0.160984 0.144523 0.720185 0.760533 0.484856 0.267809 0.254373 0.105493 0.094942 0.047085 -0.210583 0.677853 -0.156469 0.110599 0.104672 0.653362 0.098540 0.039869 0.170041 0.754431 0.077843 0.015592 0.872736 -0.114296 -0.011179 0.230072 0.114707 -0.162110 0.825081 1.000000 0.107575 -0.149511 -0.157244 0.096181 0.095809 0.093939 0.278082 0.210171 -0.290390 0.013769 0.031129 0.010409 -0.208364 0.147321 0.054850 -0.080055
X50 0.152423 -0.500252 0.541912 0.891431 0.129221 0.132106 0.158823 0.857379 -0.040430 0.502867 0.139883 0.462410 0.176834 0.158823 -0.069976 0.581364 0.855329 0.158823 0.194301 0.045682 -0.061130 0.108721 0.182437 0.227930 0.342260 0.564663 0.061784 0.179765 -0.122260 -0.372010 0.179460 -0.218368 0.560875 0.570260 0.107634 -0.075366 0.084394 0.412326 0.122765 0.765520 -0.047694 0.129028 0.072155 0.059055 0.092264 0.845806 0.060726 0.102344 0.107575 1.000000 -0.394213 -0.218133 0.197029 0.185405 0.111460 0.100560 -0.005075 -0.112146 -0.108012 0.021574 -0.013172 -0.257035 0.594003 0.023481 -0.038365
X51 -0.276578 0.823765 -0.645962 -0.452672 -0.146291 -0.304694 -0.270742 -0.450076 0.225641 -0.813943 -0.224907 -0.301951 -0.332796 -0.270742 0.078958 -0.319363 -0.453129 -0.270742 -0.297519 0.012312 0.052592 -0.205204 -0.292007 -0.317151 -0.635082 -0.310615 -0.043092 -0.091334 -0.125667 0.258572 -0.283910 0.378906 -0.414247 -0.252769 -0.197781 0.281406 -0.042459 -0.960162 -0.239210 -0.334659 0.032124 -0.253189 0.035475 0.038466 -0.118690 -0.418336 -0.032897 -0.165900 -0.149511 -0.394213 1.000000 0.377408 -0.103459 -0.100022 -0.209870 -0.197874 0.120185 0.215168 -0.021983 -0.009568 -0.023255 0.479716 -0.438540 0.183722 0.111107
X52 -0.150625 0.372251 -0.407498 -0.233326 -0.177488 -0.174936 -0.156516 -0.203238 -0.219916 -0.367090 -0.148595 -0.158894 0.038409 -0.156516 0.063499 -0.147915 -0.204372 -0.156516 -0.092660 0.238148 -0.002125 -0.147226 -0.094483 -0.201844 -0.289037 -0.140310 -0.022978 -0.080212 0.096273 0.613015 -0.056594 0.988365 -0.351737 -0.250748 -0.125475 -0.273975 -0.025000 -0.366889 -0.028628 -0.160945 0.064506 -0.042631 0.364510 0.291484 -0.052062 -0.216314 0.312199 -0.176037 -0.157244 -0.218133 0.377408 1.000000 -0.085456 -0.080843 -0.114152 0.126098 -0.005959 -0.082203 0.022853 -0.054138 -0.106477 0.827411 -0.340719 -0.043913 0.047375
X53 0.146644 -0.178161 0.361399 0.167319 0.049437 0.036877 0.154671 0.085445 0.093363 0.189462 0.151257 0.101555 0.060994 0.154671 -0.025011 0.109717 0.082148 0.154671 0.105482 0.010767 0.002581 0.123108 0.100515 0.156880 0.142775 0.101478 0.078997 0.982610 -0.161471 -0.161852 0.097440 -0.085523 0.097863 0.152165 0.118897 0.069573 0.006579 0.123110 0.077431 0.143989 -0.019868 0.074033 0.042910 0.050361 0.071187 0.169695 0.029256 0.127624 0.096181 0.197029 -0.103459 -0.085456 1.000000 0.990829 0.004693 0.079881 0.018483 -0.083334 -0.056814 0.041113 -0.024619 -0.115833 0.113192 0.645482 -0.002556
X54 0.138430 -0.148968 0.362957 0.163325 0.049012 0.022901 0.146314 0.073375 0.092646 0.160775 0.145959 0.094713 0.057164 0.146314 -0.024960 0.100312 0.069994 0.146314 0.100129 0.014247 0.006277 0.117736 0.095562 0.145262 0.119503 0.092401 0.075773 0.991544 -0.166748 -0.142475 0.096416 -0.081139 0.095071 0.143277 0.112400 0.067703 0.000627 0.120858 0.069153 0.139992 -0.020900 0.074786 0.056359 0.066049 0.068957 0.165717 0.031724 0.123492 0.095809 0.185405 -0.100022 -0.080843 0.990829 1.000000 0.003488 0.073455 0.016984 -0.078250 -0.040983 0.040888 -0.026700 -0.107584 0.109490 0.651367 0.000160
X55 0.087559 -0.207182 0.237150 0.114699 0.048156 0.178520 0.092802 0.097204 -0.084169 0.188905 0.071970 0.084919 0.118158 0.092802 -0.005143 0.080538 0.103209 0.092802 0.134086 0.035487 -0.001343 0.067470 0.125262 0.106640 0.206405 0.075008 -0.004498 0.004724 0.321380 -0.126108 0.121133 -0.114402 0.037193 -0.054731 0.069802 -0.071462 0.176645 0.194105 0.108076 0.085162 -0.004838 0.108280 0.069027 0.064131 0.019011 0.109741 0.050733 0.065406 0.093939 0.111460 -0.209870 -0.114152 0.004693 0.003488 1.000000 0.094601 -0.005286 -0.097679 -0.004429 -0.025431 -0.050545 -0.143918 0.050661 -0.031648 -0.034508
X56 0.449324 -0.196439 0.207939 0.121487 0.006689 0.152877 0.445446 0.090247 -0.002483 0.215056 0.440042 0.349850 0.606560 0.445446 0.015121 0.357530 0.083743 0.445446 0.524531 -0.041910 0.128758 0.384687 0.524323 0.338212 0.202416 0.359761 0.070865 0.068316 0.101629 -0.111528 0.533957 0.123568 -0.041738 0.003541 0.472122 -0.053276 0.031096 0.216315 0.615381 0.085734 0.078908 0.490265 -0.025471 0.003117 0.170952 0.118697 0.235917 0.169690 0.278082 0.100560 -0.197874 0.126098 0.079881 0.073455 0.094601 1.000000 0.123507 -0.903677 0.011249 -0.002853 -0.021203 -0.157886 0.097176 -0.010093 -0.071444
X57 0.315941 0.088669 -0.028613 -0.006392 -0.008600 0.056635 0.318286 -0.023399 0.119693 -0.084026 0.314300 0.182574 0.178758 0.318286 0.007143 0.135125 -0.024307 0.318286 0.237520 -0.073930 0.103732 0.292985 0.235251 0.221289 -0.025542 0.134179 0.071889 0.015151 -0.021594 -0.028721 0.231133 -0.007804 0.019723 0.029567 0.278966 0.145098 0.034208 -0.105864 0.189927 -0.002882 -0.010702 0.208512 -0.071588 -0.032004 0.107990 0.002391 -0.045895 0.256918 0.210171 -0.005075 0.120185 -0.005959 0.018483 0.016984 -0.005286 0.123507 1.000000 -0.118787 -0.076877 0.049452 0.016650 -0.016831 0.044817 0.070500 -0.026260
X58 -0.475262 0.224599 -0.229822 -0.132500 -0.021587 -0.165090 -0.471185 -0.103591 0.016543 -0.242689 -0.444618 -0.363122 -0.644938 -0.471185 -0.014184 -0.371792 -0.096988 -0.471185 -0.564933 0.045446 -0.115316 -0.388192 -0.563651 -0.354410 -0.225031 -0.373579 -0.080925 -0.074412 -0.084054 0.131444 -0.559453 -0.079790 0.031505 -0.006775 -0.407853 0.062632 -0.031037 -0.228698 -0.525344 -0.097232 -0.058259 -0.504091 0.010579 -0.027355 -0.186100 -0.131392 -0.219553 -0.174724 -0.290390 -0.112146 0.215168 -0.082203 -0.083334 -0.078250 -0.097679 -0.903677 -0.118787 1.000000 0.009756 0.002242 0.025119 0.165221 -0.100829 0.010259 0.067087
X59 -0.034502 0.176337 -0.083789 -0.057733 -0.022423 -0.015823 -0.041406 -0.100015 -0.053517 -0.175859 -0.033388 -0.039694 -0.000288 -0.041406 0.053485 -0.073486 -0.100444 -0.041406 -0.010379 0.002128 0.011451 -0.016941 -0.004335 -0.073089 -0.112342 -0.070329 -0.016006 -0.043113 0.062127 0.151887 0.003076 0.023829 -0.061193 -0.092777 -0.016876 -0.062778 -0.051360 0.023000 0.019737 -0.052357 0.049789 0.027078 0.006118 0.006630 -0.004941 -0.055777 0.000280 -0.009081 0.013769 -0.108012 -0.021983 0.022853 -0.056814 -0.040983 -0.004429 0.011249 -0.076877 0.009756 1.000000 -0.008030 -0.020692 0.015648 -0.062847 -0.048644 0.024642
X60 0.066428 -0.023733 0.017550 0.015583 0.026001 0.000157 0.070773 0.030120 0.172086 0.024673 0.070718 0.042516 0.013393 0.070773 0.004283 0.046527 0.028915 0.070773 0.028838 -0.204803 0.020739 0.067740 0.027532 0.067099 -0.005332 0.043167 0.056365 0.042841 -0.120915 -0.056986 0.022423 -0.054264 0.121204 0.133665 0.062239 0.174543 0.004600 0.011299 0.017339 0.043700 -0.011455 0.021986 -0.128495 0.009571 0.525395 0.067932 -0.181342 0.060139 0.031129 0.021574 -0.009568 -0.054138 0.041113 0.040888 -0.025431 -0.002853 0.049452 0.002242 -0.008030 1.000000 0.043818 -0.060081 0.117054 0.111451 -0.000638
X61 0.039612 -0.023462 -0.082474 -0.011547 0.006145 0.002925 0.034817 0.039132 0.237922 0.023107 0.037227 0.085235 -0.035161 0.034817 -0.012867 0.089138 0.039186 0.034817 -0.017453 -0.023306 0.023387 0.049115 -0.008727 0.031550 -0.028379 0.091675 -0.006894 -0.028024 -0.144020 -0.084962 -0.026621 -0.107239 0.230762 0.185405 0.037013 0.309272 -0.033631 0.020229 -0.013413 0.056197 -0.009138 -0.010771 -0.275446 -0.365859 0.029304 -0.035039 -0.022982 0.021738 0.010409 -0.013172 -0.023255 -0.106477 -0.024619 -0.026700 -0.050545 -0.021203 0.016650 0.025119 -0.020692 0.043818 1.000000 -0.117159 0.226683 0.010389 0.018258
X62 -0.253080 0.470506 -0.512818 -0.276752 -0.188597 -0.225042 -0.257693 -0.240874 -0.255156 -0.468429 -0.247580 -0.211569 -0.147773 -0.257693 0.061026 -0.220562 -0.241153 -0.257693 -0.236481 0.309251 -0.024656 -0.232779 -0.239486 -0.291644 -0.375635 -0.213775 -0.037173 -0.105184 0.091397 0.722873 -0.194818 0.833033 -0.385489 -0.280826 -0.226443 -0.307253 -0.032741 -0.471012 -0.191004 -0.190079 0.051660 -0.170977 0.445725 0.339659 -0.087322 -0.258274 0.223727 -0.175223 -0.208364 -0.257035 0.479716 0.827411 -0.115833 -0.107584 -0.143918 -0.157886 -0.016831 0.165221 0.015648 -0.060081 -0.117159 1.000000 -0.395384 -0.050209 0.086079
X63 0.271166 -0.442297 0.444299 0.675840 0.117527 0.123760 0.274451 0.571030 0.279757 0.447634 0.264559 0.561834 0.130409 0.274451 -0.061076 0.556358 0.567839 0.274451 0.177486 -0.171284 0.005876 0.243481 0.176914 0.297397 0.284361 0.546661 0.103860 0.106882 -0.197580 -0.321517 0.158085 -0.341566 0.977580 0.760005 0.233841 0.300347 0.026203 0.437701 0.136460 0.489535 -0.051072 0.139691 -0.246595 -0.187736 0.127526 0.625735 -0.132514 0.188826 0.147321 0.594003 -0.438540 -0.340719 0.113192 0.109490 0.050661 0.097176 0.044817 -0.100829 -0.062847 0.117054 0.226683 -0.395384 1.000000 0.047080 -0.045047
X64 0.077265 0.094726 0.155709 -0.000233 0.014869 -0.051797 0.086207 -0.052979 0.289867 -0.086181 0.099631 0.014027 -0.053609 0.086207 0.008871 0.001111 -0.054958 0.086207 0.007282 -0.048349 0.032597 0.083424 0.007386 0.071541 -0.071760 -0.002778 0.091074 0.673228 -0.199688 -0.080587 0.001750 -0.044201 0.048462 0.109030 0.079123 0.294175 -0.006252 -0.166987 -0.003984 0.000451 -0.017192 -0.005608 -0.034503 -0.003606 0.063310 0.009015 -0.041701 0.101496 0.054850 0.023481 0.183722 -0.043913 0.645482 0.651367 -0.031648 -0.010093 0.070500 0.010259 -0.048644 0.111451 0.010389 -0.050209 0.047080 1.000000 0.027309
Y -0.110029 0.112857 -0.090460 -0.042040 -0.022826 -0.088975 -0.107213 -0.041136 0.005927 -0.113847 -0.102442 -0.072877 -0.136480 -0.107213 0.017705 -0.074012 -0.040886 -0.107213 -0.124087 0.040883 0.000446 -0.101976 -0.125478 -0.103893 -0.116401 -0.073977 -0.007508 0.004144 -0.028479 0.060678 -0.112064 0.062183 -0.026601 -0.009121 -0.107934 0.024921 -0.010766 -0.122232 -0.130252 -0.027898 -0.013366 -0.124610 0.029202 0.003087 -0.029971 -0.052050 0.007001 -0.063904 -0.080055 -0.038365 0.111107 0.047375 -0.002556 0.000160 -0.034508 -0.071444 -0.026260 0.067087 0.024642 -0.000638 0.018258 0.086079 -0.045047 0.027309 1.000000
--------------------------------------------------------------------------
For df4
X1 X2 X3 X4 X5 X6 X7 X8 X9 X10 X11 X12 X13 X14 X15 X16 X17 X18 X19 X20 X21 X22 X23 X24 X25 X26 X27 X28 X29 X30 X31 X32 X33 X34 X35 X36 X37 X38 X39 X40 X41 X42 X43 X44 X45 X46 X47 X48 X49 X50 X51 X52 X53 X54 X55 X56 X57 X58 X59 X60 X61 X62 X63 X64 Y
X1 1.000000 -0.341823 0.359100 0.125112 0.055870 0.328780 0.986948 0.103982 0.156366 0.349387 0.973931 0.530339 0.643565 0.986948 0.000494 0.469441 0.102967 0.986948 0.753207 -0.137055 0.181727 0.913371 0.764611 0.710323 0.356465 0.469916 0.153498 0.141032 0.029203 -0.217344 0.728696 -0.170157 0.192443 0.193994 0.830657 0.159156 0.059002 0.307491 0.616880 0.082280 -0.010104 0.696894 -0.113829 -0.038938 0.303646 0.126433 -0.058315 0.799648 0.639434 0.133969 -0.285963 -0.170474 0.168405 0.145205 0.099940 0.450089 0.364708 -0.475009 -0.027528 0.037993 0.029694 -0.250861 0.262219 0.085770 -0.134760
X2 -0.341823 1.000000 -0.680304 -0.400273 -0.139327 -0.410018 -0.345336 -0.460103 0.134432 -0.983740 -0.304920 -0.309617 -0.341109 -0.345336 0.097551 -0.366389 -0.466338 -0.345336 -0.344236 0.002613 0.063166 -0.273500 -0.334370 -0.394944 -0.773715 -0.357501 -0.072889 -0.143241 -0.074636 0.474066 -0.312531 0.383669 -0.397847 -0.328453 -0.258866 0.165008 -0.126653 -0.843073 -0.262517 -0.299412 0.069876 -0.277430 0.010135 0.011509 -0.127340 -0.369779 -0.031716 -0.234696 -0.209481 -0.423735 0.832886 0.391479 -0.199007 -0.154150 -0.222963 -0.213754 0.061492 0.233469 0.163840 0.004940 -0.014136 0.440811 -0.422932 0.096082 0.134314
X3 0.359100 -0.680304 1.000000 0.488415 0.186874 0.268725 0.371088 0.337043 0.065452 0.690071 0.354658 0.289483 0.249455 0.371088 -0.049011 0.319275 0.335676 0.371088 0.320526 0.108235 -0.020083 0.305813 0.311888 0.402941 0.531381 0.306852 0.080029 0.379484 -0.169440 -0.449176 0.299643 -0.432436 0.402852 0.366445 0.292021 0.019468 0.091622 0.659028 0.241507 0.349917 -0.061251 0.255231 0.156321 0.120542 0.091132 0.446825 0.138540 0.287602 0.261172 0.470000 -0.653879 -0.439345 0.371896 0.377512 0.230414 0.224904 0.003712 -0.244205 -0.085446 -0.000924 -0.088394 -0.495326 0.432203 0.157224 -0.115082
X4 0.125112 -0.400273 0.488415 1.000000 0.166214 0.068708 0.129233 0.773761 -0.076991 0.408006 0.118885 0.458102 0.187208 0.129233 -0.062329 0.506383 0.769836 0.129233 0.190566 0.068107 -0.032035 0.091095 0.175595 0.163105 0.251359 0.491884 0.060980 0.171766 -0.135754 -0.265299 0.186931 -0.210318 0.607103 0.507366 0.088225 -0.122847 0.099027 0.405440 0.131500 0.863679 -0.040891 0.144218 0.113379 0.096146 0.047005 0.946438 0.079443 0.088185 0.110039 0.905242 -0.399055 -0.214486 0.177627 0.174397 0.081549 0.140781 0.000051 -0.149420 -0.051779 0.001266 0.017519 -0.229352 0.660389 0.001896 -0.034051
X5 0.055870 -0.139327 0.186874 0.166214 1.000000 0.036313 0.058202 0.143595 0.005295 0.141141 0.054379 0.096331 0.075230 0.058202 -0.037305 0.085103 0.143457 0.058202 0.099335 -0.058687 -0.008949 0.044606 0.095114 0.065799 0.092716 0.079744 0.029242 0.063919 -0.047327 -0.161608 0.092140 -0.165596 0.080274 0.076427 0.034632 -0.006194 0.028659 0.135170 0.064781 0.159136 -0.006034 0.082163 0.047426 0.113318 0.015863 0.182268 -0.041730 0.049852 0.085902 0.158330 -0.142331 -0.167939 0.065273 0.063916 0.048799 0.043498 -0.017926 -0.055322 -0.014142 0.018624 -0.015101 -0.175027 0.094074 0.011541 -0.034416
X6 0.328780 -0.410018 0.268725 0.068708 0.036313 1.000000 0.336966 0.094717 -0.120954 0.388104 0.305851 0.207210 0.279048 0.336966 -0.015623 0.203806 0.100686 0.336966 0.325595 -0.061834 -0.034179 0.315529 0.319212 0.501969 0.566876 0.200755 -0.011399 0.025410 0.267093 -0.206304 0.280968 -0.187226 0.088338 -0.051774 0.320984 -0.008910 0.102813 0.324878 0.313750 0.034463 -0.046137 0.313506 -0.067720 -0.039688 0.077050 0.063021 -0.040983 0.284706 0.286630 0.088028 -0.322957 -0.188487 0.058028 0.026735 0.196422 0.178273 0.084720 -0.177646 -0.003449 0.002477 0.002959 -0.217785 0.113263 -0.044645 -0.086000
X7 0.986948 -0.345336 0.371088 0.129233 0.058202 0.336966 1.000000 0.105442 0.163402 0.352433 0.987662 0.541159 0.647103 1.000000 -0.007123 0.478905 0.104458 1.000000 0.762291 -0.148803 0.186393 0.934038 0.752525 0.724837 0.362175 0.469497 0.152121 0.149178 0.022895 -0.227444 0.731103 -0.178111 0.197998 0.199281 0.849474 0.168652 0.064409 0.306891 0.630700 0.087995 -0.019695 0.712133 -0.123390 -0.042011 0.305506 0.132848 -0.071175 0.820398 0.657470 0.139561 -0.285167 -0.178620 0.175891 0.153037 0.105233 0.448966 0.363786 -0.474406 -0.036658 0.044148 0.023425 -0.257842 0.267743 0.093204 -0.129394
X8 0.103982 -0.460103 0.337043 0.773761 0.143595 0.094717 0.105442 1.000000 -0.096798 0.465078 0.089851 0.422919 0.195609 0.105442 -0.064833 0.547644 0.996374 0.105442 0.186278 0.010456 -0.047180 0.067808 0.171640 0.145812 0.293402 0.531822 0.063889 0.084297 -0.075870 -0.299929 0.168878 -0.185784 0.519225 0.525273 0.062712 -0.147764 0.128881 0.410505 0.123378 0.720048 -0.041619 0.141849 0.025992 0.026366 0.069770 0.757377 0.027666 0.069127 0.095607 0.851471 -0.391623 -0.189629 0.101544 0.089541 0.079615 0.121872 -0.014647 -0.133161 -0.090443 0.012059 0.069041 -0.200977 0.565593 -0.040020 -0.033225
X9 0.156366 0.134432 0.065452 -0.076991 0.005295 -0.120954 0.163402 -0.096798 1.000000 -0.102791 0.201595 0.028892 -0.101520 0.163402 -0.005409 0.022698 -0.101943 0.163402 -0.006152 -0.264821 0.041644 0.181739 0.002825 0.182885 -0.154360 0.022538 0.060084 0.105603 -0.415096 -0.203813 -0.018099 -0.234409 0.261641 0.418002 0.162386 0.831206 -0.055090 -0.189190 -0.004004 -0.072001 -0.011348 -0.016000 -0.334856 -0.230570 0.021905 -0.065295 -0.241665 0.145207 0.083270 -0.049292 0.228615 -0.237109 0.103480 0.104890 -0.084100 -0.003442 0.116045 0.004183 -0.058773 0.146790 0.186358 -0.240642 0.248781 0.318450 0.025727
X10 0.349387 -0.983740 0.690071 0.408006 0.141141 0.388104 0.352433 0.465078 -0.102791 1.000000 0.317270 0.314846 0.342344 0.352433 -0.093876 0.368488 0.461962 0.352433 0.349718 0.000147 -0.065821 0.279583 0.340565 0.404028 0.763674 0.359733 0.078742 0.153132 0.023306 -0.467799 0.321621 -0.377345 0.402440 0.362429 0.262535 -0.156472 0.118713 0.863520 0.265543 0.304469 -0.064250 0.283052 -0.001953 -0.002764 0.131322 0.376910 0.038425 0.239302 0.218021 0.428430 -0.822825 -0.386105 0.211106 0.167143 0.202725 0.232937 -0.057689 -0.252928 -0.163318 -0.002929 0.011550 -0.438798 0.429861 -0.085226 -0.134494
X11 0.973931 -0.304920 0.354658 0.118885 0.054379 0.305851 0.987662 0.089851 0.201595 0.317270 1.000000 0.530806 0.627440 0.987662 -0.005127 0.465161 0.088011 0.987662 0.744675 -0.153558 0.188893 0.936708 0.734996 0.715542 0.320626 0.455648 0.144830 0.152285 -0.014276 -0.213633 0.720336 -0.171983 0.192795 0.210182 0.851122 0.189392 0.053399 0.282698 0.626719 0.079637 -0.024219 0.707977 -0.128998 -0.045604 0.298213 0.123878 -0.076560 0.823539 0.657471 0.126444 -0.257490 -0.173402 0.176191 0.156450 0.089285 0.443682 0.363719 -0.460114 -0.026100 0.050958 0.024539 -0.250840 0.261226 0.105199 -0.112575
X12 0.530339 -0.309617 0.289483 0.458102 0.096331 0.207210 0.541159 0.422919 0.028892 0.314846 0.530806 1.000000 0.505775 0.541159 -0.039275 0.870412 0.421575 0.541159 0.569985 -0.069252 0.094000 0.495569 0.557965 0.454671 0.267712 0.860985 0.133458 0.101492 -0.015845 -0.161598 0.558374 -0.151609 0.408791 0.372104 0.453139 0.001743 0.100696 0.294149 0.459756 0.349489 -0.025976 0.519988 -0.061385 -0.024904 0.222435 0.433047 -0.017807 0.440397 0.459289 0.448795 -0.283438 -0.153828 0.115617 0.104568 0.076671 0.322069 0.166064 -0.339511 -0.026800 0.035240 0.047451 -0.184640 0.534873 0.019532 -0.064431
X13 0.643565 -0.341109 0.249455 0.187208 0.075230 0.279048 0.647103 0.195609 -0.101520 0.342344 0.627440 0.505775 1.000000 0.647103 -0.003425 0.486440 0.198668 0.647103 0.888115 -0.059779 0.122098 0.565677 0.876298 0.444156 0.336997 0.484629 0.099222 0.044293 0.123877 -0.129752 0.868314 -0.005974 0.042598 0.030002 0.497758 -0.158057 0.083189 0.347445 0.659610 0.152679 -0.027232 0.800569 0.023175 0.081454 0.281171 0.193489 0.098303 0.337506 0.492367 0.170857 -0.344962 0.002329 0.064403 0.048805 0.139063 0.580406 0.205058 -0.632062 0.010532 0.017800 -0.045257 -0.188770 0.132153 -0.064552 -0.158291
X14 0.986948 -0.345336 0.371088 0.129233 0.058202 0.336966 1.000000 0.105442 0.163402 0.352433 0.987662 0.541159 0.647103 1.000000 -0.007123 0.478905 0.104458 1.000000 0.762291 -0.148803 0.186393 0.934038 0.752525 0.724837 0.362175 0.469497 0.152121 0.149178 0.022895 -0.227444 0.731103 -0.178111 0.197998 0.199281 0.849474 0.168652 0.064409 0.306891 0.630700 0.087995 -0.019695 0.712133 -0.123390 -0.042011 0.305506 0.132848 -0.071175 0.820398 0.657470 0.139561 -0.285167 -0.178620 0.175891 0.153037 0.105233 0.448966 0.363786 -0.474406 -0.036658 0.044148 0.023425 -0.257842 0.267743 0.093204 -0.129394
X15 0.000494 0.097551 -0.049011 -0.062329 -0.037305 -0.015623 -0.007123 -0.064833 -0.005409 -0.093876 -0.005127 -0.039275 -0.003425 -0.007123 1.000000 -0.062461 -0.065967 -0.007123 0.021894 0.026815 0.014241 -0.001717 0.028433 -0.044254 -0.064571 -0.060353 -0.004890 -0.005604 -0.008479 0.058148 0.025047 0.047463 -0.077779 -0.051760 -0.006329 -0.012293 -0.011247 -0.076903 0.015790 -0.048101 0.227627 0.027990 0.038790 0.029947 -0.009459 -0.057693 0.027124 0.023694 0.047520 -0.061389 0.067789 0.048512 -0.011960 -0.009481 -0.019901 0.022766 -0.021860 -0.026718 0.080686 -0.000357 -0.031475 0.038524 -0.077621 -0.001431 -0.010187
X16 0.469441 -0.366389 0.319275 0.506383 0.085103 0.203806 0.478905 0.547644 0.022698 0.368488 0.465161 0.870412 0.486440 0.478905 -0.062461 1.000000 0.548338 0.478905 0.461162 -0.061802 0.057568 0.428327 0.450767 0.421936 0.287629 0.994712 0.124133 0.108317 -0.030281 -0.229962 0.450827 -0.151411 0.443066 0.451326 0.394573 -0.005040 0.123878 0.322480 0.367057 0.407929 -0.047404 0.407906 -0.067346 -0.039209 0.206916 0.479604 0.011680 0.294997 0.282585 0.560063 -0.308380 -0.153284 0.123671 0.112778 0.081873 0.323713 0.136714 -0.341155 -0.073224 0.033502 0.066224 -0.199348 0.562941 0.010117 -0.056716
X17 0.102967 -0.466338 0.335676 0.769836 0.143457 0.100686 0.104458 0.996374 -0.101943 0.461962 0.088011 0.421575 0.198668 0.104458 -0.065967 0.548338 1.000000 0.104458 0.185883 0.011295 -0.047104 0.066744 0.171113 0.144536 0.296318 0.532671 0.062129 0.082132 -0.064845 -0.302416 0.167720 -0.187842 0.517491 0.514034 0.062116 -0.151441 0.130894 0.405847 0.121918 0.716089 -0.042593 0.139720 0.025321 0.024755 0.068502 0.753419 0.026935 0.068328 0.090336 0.848102 -0.396540 -0.191625 0.098882 0.086717 0.085899 0.115492 -0.015413 -0.126579 -0.091307 0.011221 0.068874 -0.202301 0.562678 -0.042126 -0.033357
X18 0.986948 -0.345336 0.371088 0.129233 0.058202 0.336966 1.000000 0.105442 0.163402 0.352433 0.987662 0.541159 0.647103 1.000000 -0.007123 0.478905 0.104458 1.000000 0.762291 -0.148803 0.186393 0.934038 0.752525 0.724837 0.362175 0.469497 0.152121 0.149178 0.022895 -0.227444 0.731103 -0.178111 0.197998 0.199281 0.849474 0.168652 0.064409 0.306891 0.630700 0.087995 -0.019695 0.712133 -0.123390 -0.042011 0.305506 0.132848 -0.071175 0.820398 0.657470 0.139561 -0.285167 -0.178620 0.175891 0.153037 0.105233 0.448966 0.363786 -0.474406 -0.036658 0.044148 0.023425 -0.257842 0.267743 0.093204 -0.129394
X19 0.753207 -0.344236 0.320526 0.190566 0.099335 0.325595 0.762291 0.186278 -0.006152 0.349718 0.744675 0.569985 0.888115 0.762291 0.021894 0.461162 0.185883 0.762291 1.000000 -0.101618 0.153225 0.687358 0.987031 0.539853 0.362850 0.451116 0.121594 0.083111 0.088402 -0.229272 0.958659 -0.135479 0.092036 0.084473 0.609497 -0.035981 0.093999 0.325306 0.761973 0.154360 0.001634 0.910237 -0.028096 0.047234 0.295279 0.196515 0.006232 0.608083 0.802491 0.188544 -0.310382 -0.131802 0.105714 0.086547 0.154432 0.529260 0.250215 -0.580190 -0.007725 0.025809 -0.032723 -0.277950 0.167760 -0.004768 -0.151109
X20 -0.137055 0.002613 0.108235 0.068107 -0.058687 -0.061834 -0.148803 0.010456 -0.264821 0.000147 -0.153558 -0.069252 -0.059779 -0.148803 0.026815 -0.061802 0.011295 -0.148803 -0.101618 1.000000 -0.067881 -0.150959 -0.095811 -0.152757 -0.030097 -0.056518 -0.041870 0.032019 0.075193 0.188387 -0.084236 0.237759 -0.150197 -0.122370 -0.132476 -0.326157 -0.003871 0.020397 -0.090175 -0.041519 0.008294 -0.086016 0.675047 0.073935 -0.120498 -0.064191 0.894788 -0.106701 -0.106950 0.046244 -0.010995 0.230248 0.014521 0.034178 0.036900 -0.026473 -0.081968 0.026439 0.015289 -0.199944 -0.026549 0.245437 -0.149188 -0.060456 0.041837
X21 0.181727 0.063166 -0.020083 -0.032035 -0.008949 -0.034179 0.186393 -0.047180 0.041644 -0.065821 0.188893 0.094000 0.122098 0.186393 0.014241 0.057568 -0.047104 0.186393 0.153225 -0.067881 1.000000 0.180549 0.156960 -0.014688 -0.027620 0.059082 0.028691 -0.010388 0.093143 0.002593 0.152472 -0.023460 -0.033607 -0.027510 0.193411 0.039822 0.011228 -0.038737 0.174092 -0.033558 -0.010290 0.149080 -0.082684 -0.054845 0.054920 -0.029254 -0.043424 0.163400 0.145064 -0.031008 0.035605 -0.016929 -0.013800 -0.011738 0.000449 0.111427 0.140426 -0.102743 0.054816 0.009796 -0.037186 -0.038579 -0.010280 0.055601 -0.038726
X22 0.913371 -0.273500 0.305813 0.091095 0.044606 0.315529 0.934038 0.067808 0.181739 0.279583 0.936708 0.495569 0.565677 0.934038 -0.001717 0.428327 0.066744 0.934038 0.687358 -0.150959 0.180549 1.000000 0.672557 0.676261 0.301467 0.414733 0.143698 0.132805 0.016179 -0.193972 0.601507 -0.170533 0.186645 0.184087 0.902677 0.192344 0.052397 0.252357 0.665074 0.054894 -0.030918 0.758147 -0.134963 -0.055847 0.279921 0.096039 -0.096543 0.888505 0.709538 0.099367 -0.230578 -0.171390 0.156685 0.137140 0.078315 0.381292 0.338848 -0.392934 -0.016159 0.048671 0.029742 -0.235795 0.241531 0.092011 -0.104896
X23 0.764611 -0.334370 0.311888 0.175595 0.095114 0.319212 0.752525 0.171640 0.002825 0.340565 0.734996 0.557965 0.876298 0.752525 0.028433 0.450767 0.171113 0.752525 0.987031 -0.095811 0.156960 0.672557 1.000000 0.527238 0.353302 0.449911 0.122740 0.079288 0.090091 -0.229005 0.951535 -0.140600 0.090824 0.084738 0.596385 -0.024765 0.087819 0.317622 0.744508 0.135215 0.011322 0.891017 -0.028810 0.041400 0.290897 0.177969 0.013222 0.592196 0.785860 0.172972 -0.301972 -0.136571 0.102090 0.082756 0.148587 0.524544 0.252001 -0.574377 0.003419 0.022984 -0.021324 -0.282778 0.165860 -0.003441 -0.154530
X24 0.710323 -0.394944 0.402941 0.163105 0.065799 0.501969 0.724837 0.145812 0.182885 0.404028 0.715542 0.454671 0.444156 0.724837 -0.044254 0.421936 0.144536 0.724837 0.539853 -0.152757 -0.014688 0.676261 0.527238 1.000000 0.423412 0.412208 0.129103 0.162667 -0.016254 -0.264326 0.513398 -0.210200 0.245119 0.256534 0.645465 0.173306 0.074513 0.328766 0.469174 0.116121 -0.051180 0.502898 -0.117575 -0.030837 0.215404 0.166277 -0.092706 0.598654 0.478782 0.180123 -0.304838 -0.214897 0.190641 0.165640 0.107149 0.341333 0.239883 -0.337602 -0.061129 0.053735 0.036715 -0.265947 0.302337 0.090131 -0.098969
X25 0.356465 -0.773715 0.531381 0.251359 0.092716 0.566876 0.362175 0.293402 -0.154360 0.763674 0.320626 0.267712 0.336997 0.362175 -0.064571 0.287629 0.296318 0.362175 0.362850 -0.030097 -0.027620 0.301467 0.353302 0.423412 1.000000 0.277497 0.065825 0.116606 0.232548 -0.376624 0.326084 -0.315355 0.226810 0.111562 0.293482 -0.129547 0.130955 0.655000 0.300759 0.176662 -0.068535 0.310700 -0.033083 -0.019482 0.113580 0.234163 0.000336 0.268898 0.259018 0.272810 -0.637257 -0.317438 0.170505 0.125435 0.220654 0.204902 0.003723 -0.223184 -0.103130 -0.018638 -0.031199 -0.362981 0.257381 -0.076002 -0.141141
X26 0.469916 -0.357501 0.306852 0.491884 0.079744 0.200755 0.469497 0.531822 0.022538 0.359733 0.455648 0.860985 0.484629 0.469497 -0.060353 0.994712 0.532671 0.469497 0.451116 -0.056518 0.059082 0.414733 0.449911 0.412208 0.277497 1.000000 0.125380 0.101306 -0.027494 -0.220866 0.446286 -0.145083 0.436319 0.443621 0.381371 -0.004655 0.119878 0.315514 0.352508 0.386244 -0.044776 0.393095 -0.064423 -0.039689 0.203056 0.459903 0.018938 0.275753 0.262407 0.542855 -0.301736 -0.146775 0.116421 0.105805 0.077465 0.324224 0.137895 -0.341860 -0.070416 0.031275 0.070166 -0.194568 0.557601 0.006789 -0.057583
X27 0.153498 -0.072889 0.080029 0.060980 0.029242 -0.011399 0.152121 0.063889 0.060084 0.078742 0.144830 0.133458 0.099222 0.152121 -0.004890 0.124133 0.062129 0.152121 0.121594 -0.041870 0.028691 0.143698 0.122740 0.129103 0.065825 0.125380 1.000000 0.060309 -0.050491 -0.061276 0.110287 -0.045208 0.085936 0.122416 0.126317 0.040138 0.005994 0.060075 0.103457 0.050353 -0.004289 0.120555 -0.035455 -0.012816 0.078617 0.066133 -0.031608 0.126307 0.111177 0.066624 -0.055193 -0.046037 0.064223 0.062014 -0.005947 0.077854 0.044430 -0.082257 -0.021641 0.030302 0.004793 -0.055650 0.102855 0.032708 -0.014134
X28 0.141032 -0.143241 0.379484 0.171766 0.063919 0.025410 0.149178 0.084297 0.105603 0.153132 0.152285 0.101492 0.044293 0.149178 -0.005604 0.108317 0.082132 0.149178 0.083111 0.032019 -0.010388 0.132805 0.079288 0.162667 0.116606 0.101306 0.060309 1.000000 -0.180449 -0.140593 0.079704 -0.080652 0.110603 0.158421 0.120917 0.080447 0.008395 0.119817 0.052489 0.143669 -0.021982 0.061596 0.085954 0.089336 0.050677 0.173419 0.036525 0.143759 0.084788 0.190184 -0.104596 -0.081607 0.949918 0.995155 0.001424 0.057080 0.031347 -0.062327 -0.050273 0.033285 -0.027563 -0.093886 0.123876 0.639614 0.006079
X29 0.029203 -0.074636 -0.169440 -0.135754 -0.047327 0.267093 0.022895 -0.075870 -0.415096 0.023306 -0.014276 -0.015845 0.123877 0.022895 -0.008479 -0.030281 -0.064845 0.022895 0.088402 0.075193 0.093143 0.016179 0.090091 -0.016254 0.232548 -0.027494 -0.050491 -0.180449 1.000000 0.088058 0.066147 0.047392 -0.213587 -0.378852 0.082337 -0.297947 0.157481 0.075929 0.161417 -0.125691 -0.018043 0.093425 0.041912 -0.006398 -0.038152 -0.146454 0.076148 0.024024 0.036119 -0.135315 -0.116880 0.056719 -0.169566 -0.181661 0.340238 0.079481 -0.001323 -0.052082 0.072099 -0.118817 -0.100621 0.043529 -0.203939 -0.214109 -0.054219
X30 -0.217344 0.474066 -0.449176 -0.265299 -0.161608 -0.206304 -0.227444 -0.299929 -0.203813 -0.467799 -0.213633 -0.161598 -0.129752 -0.227444 0.058148 -0.229962 -0.302416 -0.227444 -0.229272 0.188387 0.002593 -0.193972 -0.229005 -0.264326 -0.376624 -0.220866 -0.061276 -0.140593 0.088058 1.000000 -0.180400 0.590058 -0.256874 -0.259115 -0.180154 -0.237502 -0.089890 -0.279131 -0.158851 -0.279957 0.035536 -0.152043 0.287809 0.231068 -0.061584 -0.263171 0.138418 -0.153679 -0.210209 -0.343858 0.248607 0.583161 -0.162955 -0.142705 -0.129992 -0.117266 -0.036797 0.155204 0.179964 -0.042043 -0.055055 0.653823 -0.266325 -0.071752 0.074171
X31 0.728696 -0.312531 0.299643 0.186931 0.092140 0.280968 0.731103 0.168878 -0.018099 0.321621 0.720336 0.558374 0.868314 0.731103 0.025047 0.450827 0.167720 0.731103 0.958659 -0.084236 0.152472 0.601507 0.951535 0.513398 0.326084 0.446286 0.110287 0.079704 0.066147 -0.180400 1.000000 -0.097999 0.071823 0.076074 0.534546 -0.055617 0.076636 0.313688 0.681924 0.151218 0.006657 0.814389 -0.007891 0.059970 0.286151 0.192276 0.033954 0.522271 0.702478 0.177475 -0.296588 -0.096111 0.099125 0.083118 0.138461 0.542393 0.250714 -0.582167 0.002786 0.021644 -0.033792 -0.239274 0.153988 -0.010437 -0.132333
X32 -0.170157 0.383669 -0.432436 -0.210318 -0.165596 -0.187226 -0.178111 -0.185784 -0.234409 -0.377345 -0.171983 -0.151609 -0.005974 -0.178111 0.047463 -0.151411 -0.187842 -0.178111 -0.135479 0.237759 -0.023460 -0.170533 -0.140600 -0.210200 -0.315355 -0.145083 -0.045208 -0.080652 0.047392 0.590058 -0.097999 1.000000 -0.354176 -0.249613 -0.139463 -0.285974 -0.034003 -0.390931 -0.073593 -0.139019 0.065450 -0.097267 0.387845 0.324886 -0.014029 -0.189414 0.297337 -0.185745 -0.202413 -0.189666 0.405213 0.978069 -0.085477 -0.080462 -0.122231 0.093643 -0.032341 -0.039032 0.030814 -0.046103 -0.094979 0.899971 -0.343792 -0.051009 0.084014
X33 0.192443 -0.397847 0.402852 0.607103 0.080274 0.088338 0.197998 0.519225 0.261641 0.402440 0.192795 0.408791 0.042598 0.197998 -0.077779 0.443066 0.517491 0.197998 0.092036 -0.150197 -0.033607 0.186645 0.090824 0.245119 0.226810 0.436319 0.085936 0.110603 -0.213587 -0.256874 0.071823 -0.354176 1.000000 0.783644 0.149097 0.284551 0.043735 0.406828 0.046037 0.439764 -0.065840 0.071969 -0.222424 -0.174709 0.085651 0.550474 -0.158171 0.168001 0.103675 0.527442 -0.404423 -0.361305 0.117677 0.112930 0.030433 -0.030337 0.029348 0.022014 -0.050158 0.106808 0.220762 -0.352620 0.962957 0.060970 -0.017627
X34 0.193994 -0.328453 0.366445 0.507366 0.076427 -0.051774 0.199281 0.525273 0.418002 0.362429 0.210182 0.372104 0.030002 0.199281 -0.051760 0.451326 0.514034 0.199281 0.084473 -0.122370 -0.027510 0.184087 0.084738 0.256534 0.111562 0.443621 0.122416 0.158421 -0.378852 -0.259115 0.076074 -0.249613 0.783644 1.000000 0.144646 0.292576 0.004402 0.290777 0.032980 0.400047 -0.037945 0.060915 -0.160891 -0.114869 0.096615 0.478350 -0.114241 0.167245 0.099639 0.559236 -0.250532 -0.255255 0.174919 0.164657 -0.056990 0.008747 0.034550 -0.020413 -0.092889 0.100884 0.164732 -0.253272 0.767894 0.124358 0.006486
X35 0.830657 -0.258866 0.292021 0.088225 0.034632 0.320984 0.849474 0.062712 0.162386 0.262535 0.851122 0.453139 0.497758 0.849474 -0.006329 0.394573 0.062116 0.849474 0.609497 -0.132476 0.193411 0.902677 0.596385 0.645465 0.293482 0.381371 0.126317 0.120917 0.082337 -0.180154 0.534546 -0.139463 0.149097 0.144646 1.000000 0.176037 0.051824 0.241952 0.779259 0.049049 -0.020627 0.665655 -0.120421 -0.051688 0.241016 0.092552 -0.060394 0.803349 0.627492 0.094254 -0.215886 -0.139797 0.143203 0.124792 0.080720 0.482863 0.312238 -0.405980 -0.016670 0.030339 0.017941 -0.221318 0.220489 0.089957 -0.125173
X36 0.159156 0.165008 0.019468 -0.122847 -0.006194 -0.008910 0.168652 -0.147764 0.831206 -0.156472 0.189392 0.001743 -0.158057 0.168652 -0.012293 -0.005040 -0.151441 0.168652 -0.035981 -0.326157 0.039822 0.192344 -0.024765 0.173306 -0.129547 -0.004655 0.040138 0.080447 -0.297947 -0.237502 -0.055617 -0.285974 0.284551 0.292576 0.176037 1.000000 -0.041774 -0.260748 -0.028465 -0.111237 -0.023192 -0.044847 -0.419532 -0.293595 0.013966 -0.107717 -0.305545 0.155494 0.088495 -0.085950 0.291173 -0.289585 0.078397 0.077342 -0.072303 -0.056574 0.133866 0.054910 -0.070212 0.162090 0.254477 -0.285233 0.260379 0.319847 0.040802
X37 0.059002 -0.126653 0.091622 0.099027 0.028659 0.102813 0.064409 0.128881 -0.055090 0.118713 0.053399 0.100696 0.083189 0.064409 -0.011247 0.123878 0.130894 0.064409 0.093999 -0.003871 0.011228 0.052397 0.087819 0.074513 0.130955 0.119878 0.005994 0.008395 0.157481 -0.089890 0.076636 -0.034003 0.043735 0.004402 0.051824 -0.041774 1.000000 0.058330 0.071933 0.087756 -0.017991 0.073499 0.016181 0.025117 0.007562 0.095841 0.007365 0.052264 0.065408 0.126566 -0.060556 -0.034173 0.014141 0.006891 0.245502 0.050682 0.020101 -0.051396 -0.060881 -0.018447 -0.023546 -0.037156 0.057416 -0.017306 -0.019135
X38 0.307491 -0.843073 0.659028 0.405440 0.135170 0.324878 0.306891 0.410505 -0.189190 0.863520 0.282698 0.294149 0.347445 0.306891 -0.076903 0.322480 0.405847 0.306891 0.325306 0.020397 -0.038737 0.252357 0.317622 0.328766 0.655000 0.315514 0.060075 0.119817 0.075929 -0.279131 0.313688 -0.390931 0.406828 0.290777 0.241952 -0.260748 0.058330 1.000000 0.271638 0.290196 -0.061992 0.287543 0.002076 -0.014297 0.115910 0.367263 0.052386 0.213377 0.194197 0.360762 -0.953193 -0.400703 0.141917 0.136756 0.198169 0.233098 -0.064246 -0.236962 0.028803 -0.012705 0.017737 -0.456050 0.431587 -0.150795 -0.145158
X39 0.616880 -0.262517 0.241507 0.131500 0.064781 0.313750 0.630700 0.123378 -0.004004 0.265543 0.626719 0.459756 0.659610 0.630700 0.015790 0.367057 0.121918 0.630700 0.761973 -0.090175 0.174092 0.665074 0.744508 0.469174 0.300759 0.352508 0.103457 0.052489 0.161417 -0.158851 0.681924 -0.073593 0.046037 0.032980 0.779259 -0.028465 0.071933 0.271638 1.000000 0.093677 -0.000931 0.829163 -0.041930 0.018939 0.242029 0.137798 0.025203 0.597648 0.744355 0.121022 -0.250515 -0.060327 0.072949 0.056080 0.122631 0.624427 0.202533 -0.533882 0.010154 0.014910 -0.039175 -0.225204 0.129841 -0.004497 -0.153017
X40 0.082280 -0.299412 0.349917 0.863679 0.159136 0.034463 0.087995 0.720048 -0.072001 0.304469 0.079637 0.349489 0.152679 0.087995 -0.048101 0.407929 0.716089 0.087995 0.154360 -0.041519 -0.033558 0.054894 0.135215 0.116121 0.176662 0.386244 0.050353 0.143669 -0.125691 -0.279957 0.151218 -0.139019 0.439764 0.400047 0.049049 -0.111237 0.087756 0.290196 0.093677 1.000000 -0.029165 0.108675 -0.021945 0.005151 0.058142 0.917315 -0.020108 0.059565 0.081186 0.838674 -0.286397 -0.141627 0.150928 0.145305 0.055375 0.102104 -0.000201 -0.114680 -0.044102 0.030734 0.068875 -0.152690 0.475183 -0.000346 -0.015337
X41 -0.010104 0.069876 -0.061251 -0.040891 -0.006034 -0.046137 -0.019695 -0.041619 -0.011348 -0.064250 -0.024219 -0.025976 -0.027232 -0.019695 0.227627 -0.047404 -0.042593 -0.019695 0.001634 0.008294 -0.010290 -0.030918 0.011322 -0.051180 -0.068535 -0.044776 -0.004289 -0.021982 -0.018043 0.035536 0.006657 0.065450 -0.065840 -0.037945 -0.020627 -0.023192 -0.017991 -0.061992 -0.000931 -0.029165 1.000000 -0.009900 0.011036 0.007963 0.014215 -0.038575 0.022101 0.003721 0.020689 -0.041309 0.058333 0.068971 -0.023666 -0.022934 -0.023876 0.068011 0.004031 -0.072221 0.037932 -0.007791 -0.007159 0.048405 -0.058986 -0.017749 -0.033387
X42 0.696894 -0.277430 0.255231 0.144218 0.082163 0.313506 0.712133 0.141849 -0.016000 0.283052 0.707977 0.519988 0.800569 0.712133 0.027990 0.407906 0.139720 0.712133 0.910237 -0.086016 0.149080 0.758147 0.891017 0.502898 0.310700 0.393095 0.120555 0.061596 0.093425 -0.152043 0.814389 -0.097267 0.071969 0.060915 0.665655 -0.044847 0.073499 0.287543 0.829163 0.108675 -0.009900 1.000000 -0.034622 0.025330 0.280670 0.149158 0.000396 0.679311 0.884551 0.135576 -0.274884 -0.094809 0.081274 0.065210 0.124905 0.498011 0.223481 -0.526344 0.024353 0.024886 -0.028795 -0.231649 0.139413 -0.011805 -0.125781
X43 -0.113829 0.010135 0.156321 0.113379 0.047426 -0.067720 -0.123390 0.025992 -0.334856 -0.001953 -0.128998 -0.061385 0.023175 -0.123390 0.038790 -0.067346 0.025321 -0.123390 -0.028096 0.675047 -0.082684 -0.134963 -0.028810 -0.117575 -0.033083 -0.064423 -0.035455 0.085954 0.041912 0.287809 -0.007891 0.387845 -0.222424 -0.160891 -0.120421 -0.419532 0.016181 0.002076 -0.041930 -0.021945 0.011036 -0.034622 1.000000 0.785665 -0.044595 0.062188 0.607517 -0.077226 -0.079016 0.082435 0.015678 0.381349 0.071920 0.086943 0.055466 -0.000872 -0.073653 -0.003417 -0.002114 -0.123018 -0.261657 0.388816 -0.214699 -0.035465 0.016834
X44 -0.038938 0.011509 0.120542 0.096146 0.113318 -0.039688 -0.042011 0.026366 -0.230570 -0.002764 -0.045604 -0.024904 0.081454 -0.042011 0.029947 -0.039209 0.024755 -0.042011 0.047234 0.073935 -0.054845 -0.055847 0.041400 -0.030837 -0.019482 -0.039689 -0.012816 0.089336 -0.006398 0.231068 0.059970 0.324886 -0.174709 -0.114869 -0.051688 -0.293595 0.025117 -0.014297 0.018939 0.005151 0.007963 0.025330 0.785665 1.000000 0.040762 0.137888 0.070877 -0.014915 -0.017124 0.072652 0.030412 0.322405 0.085038 0.088863 0.044033 0.021020 -0.030823 -0.026789 -0.015679 0.001376 -0.331424 0.319762 -0.165113 0.002756 -0.012328
X45 0.303646 -0.127340 0.091132 0.047005 0.015863 0.077050 0.305506 0.069770 0.021905 0.131322 0.298213 0.222435 0.281171 0.305506 -0.009459 0.206916 0.068502 0.305506 0.295279 -0.120498 0.054920 0.279921 0.290897 0.215404 0.113580 0.203056 0.078617 0.050677 -0.038152 -0.061584 0.286151 -0.014029 0.085651 0.096615 0.241016 0.013966 0.007562 0.115910 0.242029 0.058142 0.014215 0.280670 -0.044595 0.040762 1.000000 0.075352 -0.102537 0.241440 0.228077 0.050038 -0.110892 -0.013212 0.056150 0.047195 0.007461 0.151057 0.090916 -0.167058 -0.004238 0.495978 -0.001560 -0.055080 0.105844 0.019227 -0.038719
X46 0.126433 -0.369779 0.446825 0.946438 0.182268 0.063021 0.132848 0.757377 -0.065295 0.376910 0.123878 0.433047 0.193489 0.132848 -0.057693 0.479604 0.753419 0.132848 0.196515 -0.064191 -0.029254 0.096039 0.177969 0.166277 0.234163 0.459903 0.066133 0.173419 -0.146454 -0.263171 0.192276 -0.189414 0.550474 0.478350 0.092552 -0.107717 0.095841 0.367263 0.137798 0.917315 -0.038575 0.149158 0.062188 0.137888 0.075352 1.000000 -0.035442 0.091854 0.113422 0.879813 -0.362661 -0.193079 0.181229 0.175349 0.072974 0.139608 0.006035 -0.149671 -0.055443 0.039919 -0.005115 -0.208200 0.607114 0.010683 -0.041958
X47 -0.058315 -0.031716 0.138540 0.079443 -0.041730 -0.040983 -0.071175 0.027666 -0.241665 0.038425 -0.076560 -0.017807 0.098303 -0.071175 0.027124 0.011680 0.026935 -0.071175 0.006232 0.894788 -0.043424 -0.096543 0.013222 -0.092706 0.000336 0.018938 -0.031608 0.036525 0.076148 0.138418 0.033954 0.297337 -0.158171 -0.114241 -0.060394 -0.305545 0.007365 0.052386 0.025203 -0.020108 0.022101 0.000396 0.607517 0.070877 -0.102537 -0.035442 1.000000 -0.137258 -0.093567 0.066148 -0.042421 0.304512 0.022661 0.038996 0.047887 0.220410 -0.053249 -0.209151 0.007919 -0.184186 -0.032339 0.187896 -0.127399 -0.058678 0.005362
X48 0.799648 -0.234696 0.287602 0.088185 0.049852 0.284706 0.820398 0.069127 0.145207 0.239302 0.823539 0.440397 0.337506 0.820398 0.023694 0.294997 0.068328 0.820398 0.608083 -0.106701 0.163400 0.888505 0.592196 0.598654 0.268898 0.275753 0.126307 0.143759 0.024024 -0.153679 0.522271 -0.185745 0.168001 0.167245 0.803349 0.155494 0.052264 0.213377 0.597648 0.059565 0.003721 0.679311 -0.077226 -0.014915 0.241440 0.091854 -0.137258 1.000000 0.801668 0.100015 -0.192786 -0.189615 0.164376 0.146448 0.078236 0.198128 0.291068 -0.207368 -0.012685 0.037910 0.010904 -0.181750 0.193756 0.117606 -0.069660
X49 0.639434 -0.209481 0.261172 0.110039 0.085902 0.286630 0.657470 0.095607 0.083270 0.218021 0.657471 0.459289 0.492367 0.657470 0.047520 0.282585 0.090336 0.657470 0.802491 -0.106950 0.145064 0.709538 0.785860 0.478782 0.259018 0.262407 0.111177 0.084788 0.036119 -0.210209 0.702478 -0.202413 0.103675 0.099639 0.627492 0.088495 0.065408 0.194197 0.744355 0.081186 0.020689 0.884551 -0.079016 -0.017124 0.228077 0.113422 -0.093567 0.801668 1.000000 0.117326 -0.172180 -0.205332 0.102115 0.086472 0.108726 0.324417 0.214296 -0.345669 0.003259 0.027256 -0.008745 -0.263429 0.140632 0.051121 -0.085891
X50 0.133969 -0.423735 0.470000 0.905242 0.158330 0.088028 0.139561 0.851471 -0.049292 0.428430 0.126444 0.448795 0.170857 0.139561 -0.061389 0.560063 0.848102 0.139561 0.188544 0.046244 -0.031008 0.099367 0.172972 0.180123 0.272810 0.542855 0.066624 0.190184 -0.135315 -0.343858 0.177475 -0.189666 0.527442 0.559236 0.094254 -0.085950 0.126566 0.360762 0.121022 0.838674 -0.041309 0.135576 0.082435 0.072652 0.050038 0.879813 0.066148 0.100015 0.117326 1.000000 -0.339908 -0.193125 0.205583 0.194379 0.084260 0.119907 0.002085 -0.133755 -0.096018 0.002156 0.020631 -0.206009 0.571379 0.023268 -0.025806
X51 -0.285963 0.832886 -0.653879 -0.399055 -0.142331 -0.322957 -0.285167 -0.391623 0.228615 -0.822825 -0.257490 -0.283438 -0.344962 -0.285167 0.067789 -0.308380 -0.396540 -0.285167 -0.310382 -0.010995 0.035605 -0.230578 -0.301972 -0.304838 -0.637257 -0.301736 -0.055193 -0.104596 -0.116880 0.248607 -0.296588 0.405213 -0.404423 -0.250532 -0.215886 0.291173 -0.060556 -0.953193 -0.250515 -0.286397 0.058333 -0.274884 0.015678 0.030412 -0.110892 -0.362661 -0.042421 -0.192786 -0.172180 -0.339908 1.000000 0.414696 -0.116573 -0.110299 -0.214896 -0.212367 0.076634 0.222140 -0.033484 0.011690 -0.024945 0.467160 -0.427065 0.174539 0.135798
X52 -0.170474 0.391479 -0.439345 -0.214486 -0.167939 -0.188487 -0.178620 -0.189629 -0.237109 -0.386105 -0.173402 -0.153828 0.002329 -0.178620 0.048512 -0.153284 -0.191625 -0.178620 -0.131802 0.230248 -0.016929 -0.171390 -0.136571 -0.214897 -0.317438 -0.146775 -0.046037 -0.081607 0.056719 0.583161 -0.096111 0.978069 -0.361305 -0.255255 -0.139797 -0.289585 -0.034173 -0.400703 -0.060327 -0.141627 0.068971 -0.094809 0.381349 0.322405 -0.013212 -0.193079 0.304512 -0.189615 -0.205332 -0.193125 0.414696 1.000000 -0.086641 -0.081437 -0.124291 0.088249 -0.029188 -0.049798 0.027028 -0.046536 -0.097338 0.899221 -0.349982 -0.051197 0.069139
X53 0.168405 -0.199007 0.371896 0.177627 0.065273 0.058028 0.175891 0.101544 0.103480 0.211106 0.176191 0.115617 0.064403 0.175891 -0.011960 0.123671 0.098882 0.175891 0.105714 0.014521 -0.013800 0.156685 0.102090 0.190641 0.170505 0.116421 0.064223 0.949918 -0.169566 -0.162955 0.099125 -0.085477 0.117677 0.174919 0.143203 0.078397 0.014141 0.141917 0.072949 0.150928 -0.023666 0.081274 0.071920 0.085038 0.056150 0.181229 0.022661 0.164376 0.102115 0.205583 -0.116573 -0.086641 1.000000 0.955903 0.003276 0.069241 0.024673 -0.075200 -0.055120 0.025997 -0.022968 -0.098328 0.132533 0.598085 0.000441
X54 0.145205 -0.154150 0.377512 0.174397 0.063916 0.026735 0.153037 0.089541 0.104890 0.167143 0.156450 0.104568 0.048805 0.153037 -0.009481 0.112778 0.086717 0.153037 0.086547 0.034178 -0.011738 0.137140 0.082756 0.165640 0.125435 0.105805 0.062014 0.995155 -0.181661 -0.142705 0.083118 -0.080462 0.112930 0.164657 0.124792 0.077342 0.006891 0.136756 0.056080 0.145305 -0.022934 0.065210 0.086943 0.088863 0.047195 0.175349 0.038996 0.146448 0.086472 0.194379 -0.110299 -0.081437 0.955903 1.000000 0.000028 0.060804 0.028830 -0.065772 -0.048407 0.025768 -0.027044 -0.094540 0.126542 0.626908 0.004577
X55 0.099940 -0.222963 0.230414 0.081549 0.048799 0.196422 0.105233 0.079615 -0.084100 0.202725 0.089285 0.076671 0.139063 0.105233 -0.019901 0.081873 0.085899 0.105233 0.154432 0.036900 0.000449 0.078315 0.148587 0.107149 0.220654 0.077465 -0.005947 0.001424 0.340238 -0.129992 0.138461 -0.122231 0.030433 -0.056990 0.080720 -0.072303 0.245502 0.198169 0.122631 0.055375 -0.023876 0.124905 0.055466 0.044033 0.007461 0.072974 0.047887 0.078236 0.108726 0.084260 -0.214896 -0.124291 0.003276 0.000028 1.000000 0.091345 0.004696 -0.090850 -0.016721 -0.034202 -0.036200 -0.138856 0.040502 -0.033077 -0.050236
X56 0.450089 -0.213754 0.224904 0.140781 0.043498 0.178273 0.448966 0.121872 -0.003442 0.232937 0.443682 0.322069 0.580406 0.448966 0.022766 0.323713 0.115492 0.448966 0.529260 -0.026473 0.111427 0.381292 0.524544 0.341333 0.204902 0.324224 0.077854 0.057080 0.079481 -0.117266 0.542393 0.093643 -0.030337 0.008747 0.482863 -0.056574 0.050682 0.233098 0.624427 0.102104 0.068011 0.498011 -0.000872 0.021020 0.151057 0.139608 0.220410 0.198128 0.324417 0.119907 -0.212367 0.088249 0.069241 0.060804 0.091345 1.000000 0.138215 -0.895903 0.002542 -0.009331 -0.035181 -0.170505 0.114366 -0.013294 -0.096796
X57 0.364708 0.061492 0.003712 0.000051 -0.017926 0.084720 0.363786 -0.014647 0.116045 -0.057689 0.363719 0.166064 0.205058 0.363786 -0.021860 0.136714 -0.015413 0.363786 0.250215 -0.081968 0.140426 0.338848 0.252001 0.239883 0.003723 0.137895 0.044430 0.031347 -0.001323 -0.036797 0.250714 -0.032341 0.029348 0.034550 0.312238 0.133866 0.020101 -0.064246 0.202533 -0.000201 0.004031 0.223481 -0.073653 -0.030823 0.090916 0.006035 -0.053249 0.291068 0.214296 0.002085 0.076634 -0.029188 0.024673 0.028830 0.004696 0.138215 1.000000 -0.145355 -0.123341 0.035480 0.031045 -0.038208 0.051558 0.083341 -0.034488
X58 -0.475009 0.233469 -0.244205 -0.149420 -0.055322 -0.177646 -0.474406 -0.133161 0.004183 -0.252928 -0.460114 -0.339511 -0.632062 -0.474406 -0.026718 -0.341155 -0.126579 -0.474406 -0.580190 0.026439 -0.102743 -0.392934 -0.574377 -0.337602 -0.223184 -0.341860 -0.082257 -0.062327 -0.052082 0.155204 -0.582167 -0.039032 0.022014 -0.020413 -0.405980 0.054910 -0.051396 -0.236962 -0.533882 -0.114680 -0.072221 -0.526344 -0.003417 -0.026789 -0.167058 -0.149671 -0.209151 -0.207368 -0.345669 -0.133755 0.222140 -0.049798 -0.075200 -0.065772 -0.090850 -0.895903 -0.145355 1.000000 0.010313 0.001974 0.036270 0.196432 -0.116889 0.015929 0.084157
X59 -0.027528 0.163840 -0.085446 -0.051779 -0.014142 -0.003449 -0.036658 -0.090443 -0.058773 -0.163318 -0.026100 -0.026800 0.010532 -0.036658 0.080686 -0.073224 -0.091307 -0.036658 -0.007725 0.015289 0.054816 -0.016159 0.003419 -0.061129 -0.103130 -0.070416 -0.021641 -0.050273 0.072099 0.179964 0.002786 0.030814 -0.050158 -0.092889 -0.016670 -0.070212 -0.060881 0.028803 0.010154 -0.044102 0.037932 0.024353 -0.002114 -0.015679 -0.004238 -0.055443 0.007919 -0.012685 0.003259 -0.096018 -0.033484 0.027028 -0.055120 -0.048407 -0.016721 0.002542 -0.123341 0.010313 1.000000 -0.015825 -0.004827 0.030540 -0.051645 -0.053065 0.017292
X60 0.037993 0.004940 -0.000924 0.001266 0.018624 0.002477 0.044148 0.012059 0.146790 -0.002929 0.050958 0.035240 0.017800 0.044148 -0.000357 0.033502 0.011221 0.044148 0.025809 -0.199944 0.009796 0.048671 0.022984 0.053735 -0.018638 0.031275 0.030302 0.033285 -0.118817 -0.042043 0.021644 -0.046103 0.106808 0.100884 0.030339 0.162090 -0.018447 -0.012705 0.014910 0.030734 -0.007791 0.024886 -0.123018 0.001376 0.495978 0.039919 -0.184186 0.037910 0.027256 0.002156 0.011690 -0.046536 0.025997 0.025768 -0.034202 -0.009331 0.035480 0.001974 -0.015825 1.000000 0.064095 -0.050484 0.099119 0.088928 -0.007527
X61 0.029694 -0.014136 -0.088394 0.017519 -0.015101 0.002959 0.023425 0.069041 0.186358 0.011550 0.024539 0.047451 -0.045257 0.023425 -0.031475 0.066224 0.068874 0.023425 -0.032723 -0.026549 -0.037186 0.029742 -0.021324 0.036715 -0.031199 0.070166 0.004793 -0.027563 -0.100621 -0.055055 -0.033792 -0.094979 0.220762 0.164732 0.017941 0.254477 -0.023546 0.017737 -0.039175 0.068875 -0.007159 -0.028795 -0.261657 -0.331424 -0.001560 -0.005115 -0.032339 0.010904 -0.008745 0.020631 -0.024945 -0.097338 -0.022968 -0.027044 -0.036200 -0.035181 0.031045 0.036270 -0.004827 0.064095 1.000000 -0.083992 0.207798 -0.002522 0.030276
X62 -0.250861 0.440811 -0.495326 -0.229352 -0.175027 -0.217785 -0.257842 -0.200977 -0.240642 -0.438798 -0.250840 -0.184640 -0.188770 -0.257842 0.038524 -0.199348 -0.202301 -0.257842 -0.277950 0.245437 -0.038579 -0.235795 -0.282778 -0.265947 -0.362981 -0.194568 -0.055650 -0.093886 0.043529 0.653823 -0.239274 0.899971 -0.352620 -0.253272 -0.221318 -0.285233 -0.037156 -0.456050 -0.225204 -0.152690 0.048405 -0.231649 0.388816 0.319762 -0.055080 -0.208200 0.187896 -0.181750 -0.263429 -0.206009 0.467160 0.899221 -0.098328 -0.094540 -0.138856 -0.170505 -0.038208 0.196432 0.030540 -0.050484 -0.083992 1.000000 -0.360310 -0.046612 0.112850
X63 0.262219 -0.422932 0.432203 0.660389 0.094074 0.113263 0.267743 0.565593 0.248781 0.429861 0.261226 0.534873 0.132153 0.267743 -0.077621 0.562941 0.562678 0.267743 0.167760 -0.149188 -0.010280 0.241531 0.165860 0.302337 0.257381 0.557601 0.102855 0.123876 -0.203939 -0.266325 0.153988 -0.343792 0.962957 0.767894 0.220489 0.260379 0.057416 0.431587 0.129841 0.475183 -0.058986 0.139413 -0.214699 -0.165113 0.105844 0.607114 -0.127399 0.193756 0.140632 0.571379 -0.427065 -0.349982 0.132533 0.126542 0.040502 0.114366 0.051558 -0.116889 -0.051645 0.099119 0.207798 -0.360310 1.000000 0.059845 -0.036863
X64 0.085770 0.096082 0.157224 0.001896 0.011541 -0.044645 0.093204 -0.040020 0.318450 -0.085226 0.105199 0.019532 -0.064552 0.093204 -0.001431 0.010117 -0.042126 0.093204 -0.004768 -0.060456 0.055601 0.092011 -0.003441 0.090131 -0.076002 0.006789 0.032708 0.639614 -0.214109 -0.071752 -0.010437 -0.051009 0.060970 0.124358 0.089957 0.319847 -0.017306 -0.150795 -0.004497 -0.000346 -0.017749 -0.011805 -0.035465 0.002756 0.019227 0.010683 -0.058678 0.117606 0.051121 0.023268 0.174539 -0.051197 0.598085 0.626908 -0.033077 -0.013294 0.083341 0.015929 -0.053065 0.088928 -0.002522 -0.046612 0.059845 1.000000 0.019463
Y -0.134760 0.134314 -0.115082 -0.034051 -0.034416 -0.086000 -0.129394 -0.033225 0.025727 -0.134494 -0.112575 -0.064431 -0.158291 -0.129394 -0.010187 -0.056716 -0.033357 -0.129394 -0.151109 0.041837 -0.038726 -0.104896 -0.154530 -0.098969 -0.141141 -0.057583 -0.014134 0.006079 -0.054219 0.074171 -0.132333 0.084014 -0.017627 0.006486 -0.125173 0.040802 -0.019135 -0.145158 -0.153017 -0.015337 -0.033387 -0.125781 0.016834 -0.012328 -0.038719 -0.041958 0.005362 -0.069660 -0.085891 -0.025806 0.135798 0.069139 0.000441 0.004577 -0.050236 -0.096796 -0.034488 0.084157 0.017292 -0.007527 0.030276 0.112850 -0.036863 0.019463 1.000000
--------------------------------------------------------------------------
For df5
X1 X2 X3 X4 X5 X6 X7 X8 X9 X10 X11 X12 X13 X14 X15 X16 X17 X18 X19 X20 X21 X22 X23 X24 X25 X26 X27 X28 X29 X30 X31 X32 X33 X34 X35 X36 X37 X38 X39 X40 X41 X42 X43 X44 X45 X46 X47 X48 X49 X50 X51 X52 X53 X54 X55 X56 X57 X58 X59 X60 X61 X62 X63 X64 Y
X1 1.000000 -0.367178 0.424074 0.197707 0.276915 0.362079 0.981458 0.143738 0.116937 0.380774 0.954031 0.623463 0.684558 0.981458 -0.012131 0.546394 0.139728 0.981458 0.789106 -0.143970 0.250574 0.890173 0.806520 0.746389 0.386057 0.556967 0.131642 0.170895 -0.002814 -0.292155 0.768021 -0.230323 0.187264 0.193086 0.784831 0.090209 0.051287 0.341733 0.612724 0.146023 -0.026573 0.715213 -0.113910 -0.021350 0.347388 0.212629 -0.068230 0.783478 0.654207 0.196134 -0.320085 -0.222345 0.179289 0.174989 0.105703 0.437470 0.359249 -0.466608 -0.050620 0.033284 -0.068736 -0.317749 0.283767 0.091275 -0.228388
X2 -0.367178 1.000000 -0.687736 -0.494498 -0.510903 -0.382876 -0.371677 -0.506584 0.151006 -0.978792 -0.307289 -0.388218 -0.421422 -0.371677 0.103288 -0.456345 -0.511426 -0.371677 -0.409865 0.004491 0.057278 -0.252426 -0.396174 -0.381462 -0.787698 -0.452219 -0.088025 -0.137566 -0.075656 0.542604 -0.377950 0.430116 -0.454907 -0.313876 -0.264438 0.216621 -0.112170 -0.850831 -0.281754 -0.373658 0.065162 -0.293143 0.003386 0.000438 -0.138852 -0.467936 -0.038638 -0.207469 -0.201665 -0.508175 0.851578 0.425145 -0.164263 -0.148015 -0.225154 -0.213735 0.031231 0.249471 0.204692 0.013422 0.029243 0.521141 -0.477785 0.089354 0.201201
X3 0.424074 -0.687736 1.000000 0.573552 0.604582 0.252082 0.436719 0.337343 0.092479 0.697031 0.402601 0.376801 0.320772 0.436719 -0.061096 0.393656 0.334314 0.436719 0.394622 0.109602 0.012562 0.333558 0.385024 0.403509 0.544512 0.389313 0.127006 0.355940 -0.170896 -0.522026 0.368564 -0.465152 0.464638 0.398595 0.331509 0.017194 0.094112 0.651957 0.256936 0.412509 -0.048570 0.286386 0.153079 0.107125 0.125613 0.533883 0.132878 0.313507 0.287402 0.551704 -0.647817 -0.461566 0.353553 0.354212 0.230718 0.226547 0.050767 -0.250026 -0.105156 -0.011303 -0.118473 -0.555095 0.491854 0.165058 -0.184199
X4 0.197707 -0.494498 0.573552 1.000000 0.499104 0.106245 0.202892 0.717837 -0.049707 0.498862 0.177187 0.545467 0.255819 0.202892 -0.068794 0.563189 0.715902 0.202892 0.269295 0.118907 -0.045620 0.132050 0.259148 0.206506 0.346556 0.563767 0.114468 0.207418 -0.093885 -0.374273 0.256260 -0.290948 0.625221 0.474620 0.123422 -0.130788 0.095994 0.475599 0.157546 0.805647 -0.048937 0.188035 0.132966 0.070882 0.054178 0.928834 0.123991 0.131337 0.151856 0.924082 -0.475608 -0.291437 0.212450 0.209318 0.137891 0.134712 0.019434 -0.162315 -0.069833 -0.015955 -0.011751 -0.323515 0.668448 0.017085 -0.074671
X5 0.276915 -0.510903 0.604582 0.499104 1.000000 0.206009 0.289997 0.371813 0.052164 0.512423 0.259716 0.319569 0.305091 0.289997 -0.053846 0.313729 0.371605 0.289997 0.373922 -0.222829 0.023468 0.210748 0.355609 0.285672 0.400052 0.303487 0.077074 0.174008 -0.073681 -0.551126 0.351946 -0.507474 0.325314 0.228097 0.183505 -0.011954 0.090037 0.486623 0.200099 0.449383 -0.054082 0.262874 0.019072 0.234489 0.134219 0.549797 -0.176389 0.215682 0.265073 0.468439 -0.490401 -0.487637 0.177222 0.174242 0.216447 0.116914 0.049110 -0.160392 -0.066098 0.049484 -0.099839 -0.551797 0.337275 0.041379 -0.128416
X6 0.362079 -0.382876 0.252082 0.106245 0.206009 1.000000 0.370958 0.113427 -0.194214 0.361648 0.319426 0.227759 0.337953 0.370958 0.020961 0.221299 0.117858 0.370958 0.380285 -0.066692 -0.003366 0.336453 0.371302 0.526832 0.543335 0.213818 -0.020138 -0.004979 0.272873 -0.225511 0.334174 -0.193096 0.104906 -0.103456 0.352648 -0.070426 0.084874 0.325245 0.344569 0.078461 -0.012668 0.359597 -0.050399 -0.006647 0.102660 0.106436 -0.036890 0.305372 0.320728 0.127419 -0.322655 -0.184260 0.003940 -0.002851 0.189592 0.185192 0.081261 -0.187657 -0.021789 -0.021315 -0.036020 -0.246298 0.117384 -0.063288 -0.156222
X7 0.981458 -0.371677 0.436719 0.202892 0.289997 0.370958 1.000000 0.148116 0.130638 0.384776 0.970812 0.646068 0.693238 1.000000 -0.019272 0.562854 0.144062 1.000000 0.803674 -0.159327 0.256862 0.920766 0.788058 0.765683 0.388421 0.554249 0.133124 0.177496 -0.010438 -0.304243 0.772307 -0.244682 0.200212 0.204623 0.816262 0.103582 0.055831 0.342249 0.634613 0.154340 -0.036523 0.739661 -0.127338 -0.025377 0.354096 0.221725 -0.083432 0.814429 0.680675 0.202251 -0.321915 -0.237457 0.185503 0.181176 0.111366 0.433814 0.358314 -0.465588 -0.058333 0.043114 -0.063942 -0.329839 0.295703 0.097623 -0.217200
X8 0.143738 -0.506584 0.337343 0.717837 0.371813 0.113427 0.148116 1.000000 -0.087603 0.508407 0.120821 0.469642 0.239151 0.148116 -0.074123 0.607534 0.995396 0.148116 0.222258 0.028260 -0.022973 0.095351 0.204073 0.146703 0.363404 0.589449 0.063311 0.074492 -0.029835 -0.339930 0.212505 -0.229239 0.515208 0.386707 0.090428 -0.172703 0.089603 0.447598 0.133361 0.611605 -0.049876 0.156529 0.039904 0.028216 0.073784 0.681991 0.038720 0.093089 0.096855 0.777367 -0.433116 -0.229601 0.087449 0.079763 0.103841 0.089363 -0.004439 -0.108382 -0.105906 0.007281 0.078632 -0.254677 0.554937 -0.041926 -0.056407
X9 0.116937 0.151006 0.092479 -0.049707 0.052164 -0.194214 0.130638 -0.087603 1.000000 -0.111153 0.172210 0.039755 -0.088552 0.130638 -0.011641 0.031188 -0.094335 0.130638 0.002703 -0.242627 0.108062 0.128493 0.006802 0.121147 -0.196868 0.029599 0.048724 0.099825 -0.459071 -0.196054 0.001351 -0.223542 0.260889 0.488643 0.074733 0.742771 -0.043214 -0.187252 -0.035794 -0.050877 -0.003664 -0.024162 -0.319431 -0.210522 0.040977 -0.035736 -0.188842 0.106338 0.075238 -0.024535 0.228466 -0.225077 0.097790 0.099677 -0.081561 0.006802 0.133772 -0.007078 -0.058912 0.137569 0.137741 -0.240021 0.251998 0.314371 0.066605
X10 0.380774 -0.978792 0.697031 0.498862 0.512423 0.361648 0.384776 0.508407 -0.111153 1.000000 0.328223 0.395849 0.421572 0.384776 -0.097107 0.458768 0.501709 0.384776 0.418066 -0.001697 -0.052472 0.264286 0.405716 0.395773 0.779237 0.454677 0.096622 0.147918 0.024863 -0.537483 0.391226 -0.425280 0.458170 0.362475 0.274256 -0.204788 0.097634 0.877201 0.285323 0.371032 -0.054564 0.299344 0.004488 0.007731 0.142998 0.470007 0.046255 0.217594 0.214651 0.508393 -0.837926 -0.422794 0.177386 0.161748 0.204947 0.242411 -0.031610 -0.276993 -0.203583 -0.016089 -0.030900 -0.524762 0.485040 -0.076545 -0.203469
X11 0.954031 -0.307289 0.402601 0.177187 0.259716 0.319426 0.970812 0.120821 0.172210 0.328223 1.000000 0.623903 0.650211 0.970812 -0.018717 0.535405 0.115622 0.970812 0.761798 -0.159096 0.256089 0.912449 0.750946 0.741508 0.320199 0.527238 0.123128 0.173700 -0.051130 -0.269534 0.737898 -0.219931 0.180911 0.217923 0.806836 0.118160 0.042072 0.298203 0.615020 0.136155 -0.029808 0.718927 -0.132423 -0.032557 0.350748 0.197203 -0.086361 0.810279 0.667907 0.174489 -0.272607 -0.213144 0.179852 0.177244 0.089622 0.419066 0.358197 -0.438064 -0.041667 0.050933 -0.058340 -0.298168 0.274537 0.113737 -0.203086
X12 0.623463 -0.388218 0.376801 0.545467 0.319569 0.227759 0.646068 0.469642 0.039755 0.395849 0.623903 1.000000 0.594517 0.646068 -0.059400 0.865309 0.465612 0.646068 0.666096 -0.074987 0.111971 0.573040 0.639238 0.535541 0.327902 0.842944 0.182632 0.142623 -0.029796 -0.284718 0.641222 -0.231383 0.427091 0.323580 0.515796 -0.015878 0.074732 0.365792 0.512298 0.454113 -0.053252 0.603048 -0.081052 -0.040865 0.249196 0.532325 -0.022206 0.513165 0.535457 0.490168 -0.360137 -0.229881 0.151277 0.146699 0.097089 0.362970 0.217575 -0.397492 -0.076654 0.026126 0.069000 -0.277880 0.581374 0.027625 -0.104693
X13 0.684558 -0.421422 0.320772 0.255819 0.305091 0.337953 0.693238 0.239151 -0.088552 0.421572 0.650211 0.594517 1.000000 0.693238 -0.021033 0.592305 0.243313 0.693238 0.896817 -0.055811 0.134375 0.593385 0.874466 0.536192 0.398345 0.590514 0.090012 0.055676 0.127136 -0.262193 0.874224 -0.084195 0.079710 0.062788 0.513884 -0.182186 0.056435 0.411807 0.645835 0.230527 -0.069753 0.792880 0.018956 0.078148 0.294755 0.269527 0.099403 0.380160 0.491092 0.226634 -0.415698 -0.071716 0.064834 0.059801 0.157818 0.545677 0.241755 -0.613800 -0.036902 0.001124 -0.054486 -0.272404 0.177354 -0.049000 -0.225527
X14 0.981458 -0.371677 0.436719 0.202892 0.289997 0.370958 1.000000 0.148116 0.130638 0.384776 0.970812 0.646068 0.693238 1.000000 -0.019272 0.562854 0.144062 1.000000 0.803674 -0.159327 0.256862 0.920766 0.788058 0.765683 0.388421 0.554249 0.133124 0.177496 -0.010438 -0.304243 0.772307 -0.244682 0.200212 0.204623 0.816262 0.103582 0.055831 0.342249 0.634613 0.154340 -0.036523 0.739661 -0.127338 -0.025377 0.354096 0.221725 -0.083432 0.814429 0.680675 0.202251 -0.321915 -0.237457 0.185503 0.181176 0.111366 0.433814 0.358314 -0.465588 -0.058333 0.043114 -0.063942 -0.329839 0.295703 0.097623 -0.217200
X15 -0.012131 0.103288 -0.061096 -0.068794 -0.053846 0.020961 -0.019272 -0.074123 -0.011641 -0.097107 -0.018717 -0.059400 -0.021033 -0.019272 1.000000 -0.077947 -0.075283 -0.019272 0.004378 0.026049 0.032646 -0.012755 0.010507 -0.027738 -0.054712 -0.076473 -0.015727 -0.014012 0.038315 0.097173 0.008054 0.061755 -0.084906 -0.058294 -0.012404 -0.012248 -0.023644 -0.075085 0.001020 -0.052153 0.122245 0.004761 0.043832 0.035662 -0.007664 -0.065929 0.025125 0.012029 0.030184 -0.073847 0.081991 0.067464 -0.014872 -0.013550 -0.014010 -0.009220 -0.026942 0.009412 0.068573 -0.000994 -0.044586 0.064229 -0.087516 0.010088 -0.049243
X16 0.546394 -0.456345 0.393656 0.563189 0.313729 0.221299 0.562854 0.607534 0.031188 0.458768 0.535405 0.865309 0.592305 0.562854 -0.077947 1.000000 0.604703 0.562854 0.570248 -0.068434 0.084912 0.487680 0.546894 0.470647 0.357530 0.983234 0.155100 0.120688 -0.039934 -0.324641 0.546609 -0.220162 0.447016 0.387330 0.443425 -0.024775 0.087585 0.400803 0.434445 0.475622 -0.069738 0.505193 -0.081149 -0.047126 0.222459 0.543874 0.012711 0.355626 0.360426 0.606663 -0.388364 -0.217913 0.133940 0.126861 0.104118 0.359274 0.165390 -0.387959 -0.096516 0.023304 0.080164 -0.293183 0.571912 0.012302 -0.109044
X17 0.139728 -0.511426 0.334314 0.715902 0.371605 0.117858 0.144062 0.995396 -0.094335 0.501709 0.115622 0.465612 0.243313 0.144062 -0.075283 0.604703 1.000000 0.144062 0.222647 0.028196 -0.025893 0.091493 0.204381 0.142188 0.364876 0.586983 0.060107 0.072014 -0.017966 -0.341551 0.211360 -0.230075 0.510502 0.368995 0.087072 -0.177370 0.094490 0.439439 0.134331 0.616902 -0.051588 0.156809 0.037946 0.025595 0.073654 0.682955 0.036992 0.089793 0.093080 0.775900 -0.436669 -0.230141 0.084213 0.076433 0.109876 0.081089 -0.005209 -0.099943 -0.106439 0.007094 0.076580 -0.253895 0.548016 -0.044461 -0.056013
X18 0.981458 -0.371677 0.436719 0.202892 0.289997 0.370958 1.000000 0.148116 0.130638 0.384776 0.970812 0.646068 0.693238 1.000000 -0.019272 0.562854 0.144062 1.000000 0.803674 -0.159327 0.256862 0.920766 0.788058 0.765683 0.388421 0.554249 0.133124 0.177496 -0.010438 -0.304243 0.772307 -0.244682 0.200212 0.204623 0.816262 0.103582 0.055831 0.342249 0.634613 0.154340 -0.036523 0.739661 -0.127338 -0.025377 0.354096 0.221725 -0.083432 0.814429 0.680675 0.202251 -0.321915 -0.237457 0.185503 0.181176 0.111366 0.433814 0.358314 -0.465588 -0.058333 0.043114 -0.063942 -0.329839 0.295703 0.097623 -0.217200
X19 0.789106 -0.409865 0.394622 0.269295 0.373922 0.380285 0.803674 0.222258 0.002703 0.418066 0.761798 0.666096 0.896817 0.803674 0.004378 0.570248 0.222647 0.803674 1.000000 -0.106846 0.188313 0.711796 0.977396 0.625665 0.415343 0.558689 0.112368 0.111393 0.081359 -0.362103 0.954011 -0.234182 0.139108 0.123510 0.621788 -0.058084 0.071717 0.378566 0.734206 0.235388 -0.043099 0.888161 -0.034894 0.052134 0.327020 0.285660 -0.014933 0.631050 0.782713 0.250651 -0.365043 -0.223963 0.119457 0.114657 0.170525 0.479317 0.296794 -0.548847 -0.067839 0.013595 -0.048665 -0.359263 0.224819 0.016391 -0.224468
X20 -0.143970 0.004491 0.109602 0.118907 -0.222829 -0.066692 -0.159327 0.028260 -0.242627 -0.001697 -0.159096 -0.074987 -0.055811 -0.159327 0.026049 -0.068434 0.028196 -0.159327 -0.106846 1.000000 -0.101713 -0.151910 -0.091032 -0.149287 -0.028145 -0.061449 0.003719 -0.022734 0.067363 0.225695 -0.090928 0.258837 -0.157922 -0.107814 -0.127670 -0.338989 -0.009386 0.023882 -0.054800 -0.040332 -0.000036 -0.085678 0.683149 0.000336 -0.133222 -0.074216 0.865977 -0.114354 -0.118586 0.099889 -0.019442 0.255596 -0.026843 -0.020956 0.059835 0.026098 -0.089380 0.001133 0.014077 -0.241550 0.026848 0.274770 -0.149639 -0.070036 0.022979
X21 0.250574 0.057278 0.012562 -0.045620 0.023468 -0.003366 0.256862 -0.022973 0.108062 -0.052472 0.256089 0.111971 0.134375 0.256862 0.032646 0.084912 -0.025893 0.256862 0.188313 -0.101713 1.000000 0.244446 0.187345 0.038727 -0.015211 0.084640 0.046473 0.007110 0.049120 -0.043585 0.187676 -0.043627 -0.023679 0.008819 0.240440 0.105708 0.025857 -0.049617 0.179934 -0.027580 -0.011903 0.183640 -0.091103 -0.029635 0.062870 -0.025294 -0.071429 0.229525 0.197886 -0.041049 0.058498 -0.037666 0.002768 0.003954 0.019478 0.113491 0.132632 -0.095604 0.023327 0.019382 -0.040536 -0.065603 0.002218 0.050996 -0.113787
X22 0.890173 -0.252426 0.333558 0.132050 0.210748 0.336453 0.920766 0.095351 0.128493 0.264286 0.912449 0.573040 0.593385 0.920766 -0.012755 0.487680 0.091493 0.920766 0.711796 -0.151910 0.244446 1.000000 0.687465 0.703798 0.292132 0.471404 0.119785 0.148574 0.002588 -0.227180 0.617232 -0.213978 0.166951 0.166015 0.876401 0.114955 0.039376 0.255073 0.677644 0.094351 -0.060651 0.794498 -0.135267 -0.043170 0.334271 0.152462 -0.104123 0.902474 0.744504 0.134744 -0.231778 -0.206967 0.153693 0.151852 0.082638 0.335615 0.342384 -0.351837 -0.014998 0.041827 -0.052473 -0.270225 0.234249 0.095345 -0.201368
X23 0.806520 -0.396174 0.385024 0.259148 0.355609 0.371302 0.788058 0.204073 0.006802 0.405716 0.750946 0.639238 0.874466 0.788058 0.010507 0.546894 0.204381 0.788058 0.977396 -0.091032 0.187345 0.687465 1.000000 0.612745 0.406934 0.557164 0.113080 0.105606 0.079271 -0.354693 0.941822 -0.219995 0.133213 0.120277 0.599506 -0.048590 0.065116 0.366508 0.710066 0.219466 -0.036037 0.854517 -0.024094 0.052134 0.323776 0.271596 0.000011 0.606471 0.755032 0.241196 -0.350172 -0.208645 0.113770 0.109064 0.160902 0.481293 0.300456 -0.542852 -0.060345 0.010298 -0.056541 -0.349969 0.218207 0.017823 -0.232723
X24 0.746389 -0.381462 0.403509 0.206506 0.285672 0.526832 0.765683 0.146703 0.121147 0.395773 0.741508 0.535541 0.536192 0.765683 -0.027738 0.470647 0.142188 0.765683 0.625665 -0.149287 0.038727 0.703798 0.612745 1.000000 0.408127 0.460459 0.132477 0.169528 -0.002047 -0.307355 0.600619 -0.249044 0.229048 0.233695 0.635069 0.099933 0.040846 0.338789 0.499438 0.157377 -0.037188 0.572075 -0.124343 -0.030665 0.285239 0.218536 -0.081148 0.621668 0.530030 0.212375 -0.314354 -0.242970 0.182598 0.176139 0.104583 0.362846 0.256990 -0.370347 -0.065767 0.053934 -0.028463 -0.323157 0.299247 0.103754 -0.112844
X25 0.386057 -0.787698 0.544512 0.346556 0.400052 0.543335 0.388421 0.363404 -0.196868 0.779237 0.320199 0.327902 0.398345 0.388421 -0.054712 0.357530 0.364876 0.388421 0.415343 -0.028145 -0.015211 0.292132 0.406934 0.408127 1.000000 0.352731 0.063371 0.126012 0.204389 -0.428111 0.379228 -0.346123 0.300463 0.095967 0.294712 -0.189665 0.108417 0.682252 0.304732 0.269252 -0.039186 0.328847 -0.006692 0.017154 0.140648 0.343575 0.010064 0.258988 0.262097 0.365271 -0.662798 -0.336069 0.148915 0.136099 0.228007 0.196947 0.010103 -0.227706 -0.144595 -0.031504 -0.053724 -0.416113 0.321545 -0.069046 -0.222610
X26 0.556967 -0.452219 0.389313 0.563767 0.303487 0.213818 0.554249 0.589449 0.029599 0.454677 0.527238 0.842944 0.590514 0.554249 -0.076473 0.983234 0.586983 0.554249 0.558689 -0.061449 0.084640 0.471404 0.557164 0.460459 0.352731 1.000000 0.153562 0.112968 -0.037548 -0.319073 0.542672 -0.212521 0.436663 0.380180 0.427664 -0.024019 0.082590 0.398084 0.416520 0.464607 -0.067395 0.486184 -0.074270 -0.044237 0.217120 0.537706 0.022581 0.330643 0.334520 0.606227 -0.385470 -0.210011 0.126244 0.119220 0.099208 0.364758 0.169262 -0.392885 -0.094408 0.020158 0.052696 -0.289621 0.564961 0.009241 -0.111925
X27 0.131642 -0.088025 0.127006 0.114468 0.077074 -0.020138 0.133124 0.063311 0.048724 0.096622 0.123128 0.182632 0.090012 0.133124 -0.015727 0.155100 0.060107 0.133124 0.112368 0.003719 0.046473 0.119785 0.113080 0.132477 0.063371 0.153562 1.000000 0.054286 -0.094888 -0.066497 0.104874 -0.043541 0.093783 0.155899 0.108147 0.018753 -0.003308 0.079329 0.090479 0.091558 -0.014076 0.103739 0.007090 0.006230 0.076672 0.112136 0.014502 0.108040 0.100116 0.111018 -0.072554 -0.043324 0.056878 0.055343 -0.017344 0.067921 0.036920 -0.070982 -0.025488 0.021843 -0.004044 -0.052061 0.122323 0.020877 -0.022604
X28 0.170895 -0.137566 0.355940 0.207418 0.174008 -0.004979 0.177496 0.074492 0.099825 0.147918 0.173700 0.142623 0.055676 0.177496 -0.014012 0.120688 0.072014 0.177496 0.111393 -0.022734 0.007110 0.148574 0.105606 0.169528 0.126012 0.112968 0.054286 1.000000 -0.161102 -0.149809 0.101449 -0.095561 0.127925 0.175352 0.139296 0.071132 0.003908 0.104301 0.069924 0.227080 -0.012740 0.080433 0.030872 0.063533 0.053830 0.237825 -0.013541 0.167204 0.118447 0.215650 -0.095234 -0.095680 0.990684 0.992939 -0.001624 0.060539 0.048606 -0.068390 -0.050400 0.019675 -0.040799 -0.111926 0.136610 0.715325 -0.010352
X29 -0.002814 -0.075656 -0.170896 -0.093885 -0.073681 0.272873 -0.010438 -0.029835 -0.459071 0.024863 -0.051130 -0.029796 0.127136 -0.010438 0.038315 -0.039934 -0.017966 -0.010438 0.081359 0.067363 0.049120 0.002588 0.079271 -0.002047 0.204389 -0.037548 -0.094888 -0.161102 1.000000 0.140184 0.055758 0.123002 -0.218080 -0.438347 0.077676 -0.344279 0.146390 0.096320 0.194764 -0.070397 0.000888 0.116935 0.086697 0.055725 -0.032970 -0.097247 0.084684 0.003305 0.044670 -0.097382 -0.131662 0.138787 -0.159878 -0.162215 0.356668 0.107575 -0.045907 -0.074956 0.079497 -0.114934 -0.120356 0.107781 -0.205636 -0.221777 -0.116763
X30 -0.292155 0.542604 -0.522026 -0.374273 -0.551126 -0.225511 -0.304243 -0.339930 -0.196054 -0.537483 -0.269534 -0.284718 -0.262193 -0.304243 0.097173 -0.324641 -0.341551 -0.304243 -0.362103 0.225695 -0.043585 -0.227180 -0.354693 -0.307355 -0.428111 -0.319073 -0.066497 -0.149809 0.140184 1.000000 -0.314232 0.592539 -0.386312 -0.298202 -0.203552 -0.250333 -0.098565 -0.342210 -0.176968 -0.369618 0.049551 -0.220645 0.340694 0.255474 -0.117873 -0.385109 0.166045 -0.186279 -0.262115 -0.425323 0.316363 0.584765 -0.163015 -0.152527 -0.150690 -0.124162 -0.074829 0.165245 0.238150 -0.045494 -0.075678 0.689498 -0.390416 -0.086351 0.117637
X31 0.768021 -0.377950 0.368564 0.256260 0.351946 0.334174 0.772307 0.212505 0.001351 0.391226 0.737898 0.641222 0.874224 0.772307 0.008054 0.546609 0.211360 0.772307 0.954011 -0.090928 0.187676 0.617232 0.941822 0.600619 0.379228 0.542672 0.104874 0.101449 0.055758 -0.314232 1.000000 -0.194550 0.114568 0.120180 0.535016 -0.070273 0.056449 0.360870 0.637477 0.217326 -0.027770 0.782057 -0.018010 0.060367 0.305856 0.268402 0.013758 0.533137 0.670607 0.229267 -0.348366 -0.186738 0.108849 0.104801 0.147098 0.512880 0.282049 -0.569287 -0.048403 0.011539 -0.048166 -0.326195 0.215371 0.011932 -0.200449
X32 -0.230323 0.430116 -0.465152 -0.290948 -0.507474 -0.193096 -0.244682 -0.229239 -0.223542 -0.425280 -0.219931 -0.231383 -0.084195 -0.244682 0.061755 -0.220162 -0.230075 -0.244682 -0.234182 0.258837 -0.043627 -0.213978 -0.219995 -0.249044 -0.346123 -0.212521 -0.043541 -0.095561 0.123002 0.592539 -0.194550 1.000000 -0.472145 -0.293905 -0.166146 -0.303279 -0.041352 -0.429363 -0.088743 -0.190603 0.054598 -0.176246 0.422691 0.336762 -0.092582 -0.269784 0.360668 -0.237706 -0.289891 -0.264958 0.440532 0.974894 -0.096572 -0.095749 -0.141621 0.136956 -0.047100 -0.079443 0.029658 -0.053230 -0.113095 0.850930 -0.448106 -0.052775 0.117343
X33 0.187264 -0.454907 0.464638 0.625221 0.325314 0.104906 0.200212 0.515208 0.260889 0.458170 0.180911 0.427091 0.079710 0.200212 -0.084906 0.447016 0.510502 0.200212 0.139108 -0.157922 -0.023679 0.166951 0.133213 0.229048 0.300463 0.436663 0.093783 0.127925 -0.218080 -0.386312 0.114568 -0.472145 1.000000 0.683134 0.129521 0.306752 0.043129 0.445734 0.048813 0.429313 -0.066635 0.089863 -0.263591 -0.213268 0.079385 0.564266 -0.160935 0.151931 0.127942 0.561547 -0.448363 -0.473903 0.131376 0.129312 0.050870 -0.049134 0.034676 0.019544 -0.059992 0.114488 0.217299 -0.483013 0.955694 0.075247 -0.042992
X34 0.193086 -0.313876 0.398595 0.474620 0.228097 -0.103456 0.204623 0.386707 0.488643 0.362475 0.217923 0.323580 0.062788 0.204623 -0.058294 0.387330 0.368995 0.204623 0.123510 -0.107814 0.008819 0.166015 0.120277 0.233695 0.095967 0.380180 0.155899 0.175352 -0.438347 -0.298202 0.120180 -0.293905 0.683134 1.000000 0.128774 0.291449 -0.027152 0.284126 0.041793 0.309032 -0.030438 0.075087 -0.157629 -0.115028 0.076395 0.417885 -0.098403 0.153034 0.116947 0.504725 -0.237224 -0.296632 0.188809 0.183397 -0.079398 0.025282 0.049413 -0.045551 -0.107516 0.090411 0.096586 -0.311083 0.662717 0.157696 0.001821
X35 0.784831 -0.264438 0.331509 0.123422 0.183505 0.352648 0.816262 0.090428 0.074733 0.274256 0.806836 0.515796 0.513884 0.816262 -0.012404 0.443425 0.087072 0.816262 0.621788 -0.127670 0.240440 0.876401 0.599506 0.635069 0.294712 0.427664 0.108147 0.139296 0.077676 -0.203552 0.535016 -0.166146 0.129521 0.128774 1.000000 0.061257 0.038211 0.271090 0.807207 0.080915 -0.037573 0.689994 -0.106800 -0.026856 0.301815 0.138292 -0.059290 0.793840 0.651560 0.127565 -0.244333 -0.161549 0.145019 0.143384 0.078794 0.443774 0.320749 -0.375199 -0.011638 0.025147 -0.078078 -0.244480 0.212726 0.082340 -0.239531
X36 0.090209 0.216621 0.017194 -0.130788 -0.011954 -0.070426 0.103582 -0.172703 0.742771 -0.204788 0.118160 -0.015878 -0.182186 0.103582 -0.012248 -0.024775 -0.177370 0.103582 -0.058084 -0.338989 0.105708 0.114955 -0.048590 0.099933 -0.189665 -0.024019 0.018753 0.071132 -0.344279 -0.250333 -0.070273 -0.303279 0.306752 0.291449 0.061257 1.000000 -0.015480 -0.309191 -0.101469 -0.124858 -0.023318 -0.091133 -0.456239 -0.307748 0.015132 -0.111523 -0.311003 0.093444 0.058487 -0.088849 0.341195 -0.304688 0.067611 0.068114 -0.085410 -0.105475 0.141145 0.097932 -0.083845 0.164651 0.254064 -0.308488 0.274819 0.311646 0.069587
X37 0.051287 -0.112170 0.094112 0.095994 0.090037 0.084874 0.055831 0.089603 -0.043214 0.097634 0.042072 0.074732 0.056435 0.055831 -0.023644 0.087585 0.094490 0.055831 0.071717 -0.009386 0.025857 0.039376 0.065116 0.040846 0.108417 0.082590 -0.003308 0.003908 0.146390 -0.098565 0.056449 -0.041352 0.043129 -0.027152 0.038211 -0.015480 1.000000 0.040256 0.044885 0.092160 -0.005572 0.049927 0.022670 0.039820 -0.001732 0.101890 -0.009524 0.044235 0.052580 0.123690 -0.050521 -0.040794 0.004833 0.000395 0.216716 0.012239 0.003756 -0.015243 -0.058527 0.004286 -0.032571 -0.042494 0.049887 -0.007790 -0.032248
X38 0.341733 -0.850831 0.651957 0.475599 0.486623 0.325245 0.342249 0.447598 -0.187252 0.877201 0.298203 0.365792 0.411807 0.342249 -0.075085 0.400803 0.439439 0.342249 0.378566 0.023882 -0.049617 0.255073 0.366508 0.338789 0.682252 0.398084 0.079329 0.104301 0.096320 -0.342210 0.360870 -0.429363 0.445734 0.284126 0.271090 -0.309191 0.040256 1.000000 0.305502 0.337840 -0.033630 0.317092 0.005815 -0.014370 0.128411 0.436739 0.069819 0.204440 0.202387 0.419716 -0.956557 -0.423752 0.122036 0.121139 0.212829 0.257060 -0.039118 -0.274034 0.035999 -0.032280 -0.030556 -0.532889 0.472737 -0.148208 -0.218558
X39 0.612724 -0.281754 0.256936 0.157546 0.200099 0.344569 0.634613 0.133361 -0.035794 0.285323 0.615020 0.512298 0.645835 0.634613 0.001020 0.434445 0.134331 0.634613 0.734206 -0.054800 0.179934 0.677644 0.710066 0.499438 0.304732 0.416520 0.090479 0.069924 0.194764 -0.176968 0.637477 -0.088743 0.048813 0.041793 0.807207 -0.101469 0.044885 0.305502 1.000000 0.124038 -0.019394 0.820032 -0.003659 0.046236 0.256074 0.164308 0.035584 0.618870 0.732433 0.141093 -0.282100 -0.085647 0.075639 0.073866 0.123013 0.559651 0.245110 -0.471808 0.007456 0.002335 -0.054415 -0.212887 0.136184 -0.003221 -0.248422
X40 0.146023 -0.373658 0.412509 0.805647 0.449383 0.078461 0.154340 0.611605 -0.050877 0.371032 0.136155 0.454113 0.230527 0.154340 -0.052153 0.475622 0.616902 0.154340 0.235388 -0.040332 -0.027580 0.094351 0.219466 0.157377 0.269252 0.464607 0.091558 0.227080 -0.070397 -0.369618 0.217326 -0.190603 0.429313 0.309032 0.080915 -0.124858 0.092160 0.337840 0.124038 1.000000 -0.037026 0.160385 -0.065328 -0.051740 0.071335 0.881524 -0.020062 0.099437 0.122122 0.766072 -0.344256 -0.190680 0.232006 0.227804 0.118386 0.085939 0.016516 -0.119005 -0.062981 0.030001 0.049232 -0.210270 0.461270 0.024543 -0.038989
X41 -0.026573 0.065162 -0.048570 -0.048937 -0.054082 -0.012668 -0.036523 -0.049876 -0.003664 -0.054564 -0.029808 -0.053252 -0.069753 -0.036523 0.122245 -0.069738 -0.051588 -0.036523 -0.043099 -0.000036 -0.011903 -0.060651 -0.036037 -0.037188 -0.039186 -0.067395 -0.014076 -0.012740 0.000888 0.049551 -0.027770 0.054598 -0.066635 -0.030438 -0.037573 -0.023318 -0.005572 -0.033630 -0.019394 -0.037026 1.000000 -0.047564 0.013096 0.017966 -0.031505 -0.045133 0.019116 -0.021577 -0.008738 -0.053383 0.042963 0.065410 -0.011379 -0.010953 -0.029326 0.082111 -0.028166 -0.059019 0.030189 -0.016179 -0.020470 0.039475 -0.057252 -0.010420 -0.071979
X42 0.715213 -0.293143 0.286386 0.188035 0.262874 0.359597 0.739661 0.156529 -0.024162 0.299344 0.718927 0.603048 0.792880 0.739661 0.004761 0.505193 0.156809 0.739661 0.888161 -0.085678 0.183640 0.794498 0.854517 0.572075 0.328847 0.486184 0.103739 0.080433 0.116935 -0.220645 0.782057 -0.176246 0.089863 0.075087 0.689994 -0.091133 0.049927 0.317092 0.820032 0.160385 -0.047564 1.000000 -0.038447 0.027473 0.300687 0.201577 -0.022943 0.718900 0.880816 0.166114 -0.303070 -0.163791 0.085359 0.083385 0.138540 0.414813 0.276898 -0.447018 0.006502 0.006044 -0.046890 -0.265018 0.159501 0.000430 -0.216949
X43 -0.113910 0.003386 0.153079 0.132966 0.019072 -0.050399 -0.127338 0.039904 -0.319431 0.004488 -0.132423 -0.081052 0.018956 -0.127338 0.043832 -0.081149 0.037946 -0.127338 -0.034894 0.683149 -0.091103 -0.135267 -0.024094 -0.124343 -0.006692 -0.074270 0.007090 0.030872 0.086697 0.340694 -0.018010 0.422691 -0.263591 -0.157629 -0.106800 -0.456239 0.022670 0.005815 -0.003659 -0.065328 0.013096 -0.038447 1.000000 0.730509 -0.069205 0.051330 0.593010 -0.074975 -0.087276 0.115815 0.007017 0.417316 0.026350 0.030529 0.079446 0.040192 -0.087160 -0.027266 -0.000581 -0.151593 -0.262011 0.441694 -0.252505 -0.046670 0.000711
X44 -0.021350 0.000438 0.107125 0.070882 0.234489 -0.006647 -0.025377 0.028216 -0.210522 0.007731 -0.032557 -0.040865 0.078148 -0.025377 0.035662 -0.047126 0.025595 -0.025377 0.052134 0.000336 -0.029635 -0.043170 0.052134 -0.030665 0.017154 -0.044237 0.006230 0.063533 0.055725 0.255474 0.060367 0.336762 -0.213268 -0.115028 -0.026856 -0.307748 0.039820 -0.014370 0.046236 -0.051740 0.017966 0.027473 0.730509 1.000000 0.029816 0.139689 0.002234 0.004270 -0.008618 0.065182 0.027790 0.332433 0.061183 0.061400 0.052835 0.030632 -0.035770 -0.038397 -0.013959 0.018298 -0.383887 0.347885 -0.205833 0.001585 -0.020515
X45 0.347388 -0.138852 0.125613 0.054178 0.134219 0.102660 0.354096 0.073784 0.040977 0.142998 0.350748 0.249196 0.294755 0.354096 -0.007664 0.222459 0.073654 0.354096 0.327020 -0.133222 0.062870 0.334271 0.323776 0.285239 0.140648 0.217120 0.076672 0.053830 -0.032970 -0.117873 0.305856 -0.092582 0.079385 0.076395 0.301815 0.015132 -0.001732 0.128411 0.256074 0.071335 -0.031505 0.300687 -0.069205 0.029816 1.000000 0.099660 -0.109685 0.293948 0.262993 0.056058 -0.121404 -0.091399 0.054293 0.053093 0.013638 0.167347 0.126549 -0.186000 -0.010593 0.449228 0.004489 -0.125967 0.113499 0.020711 -0.073401
X46 0.212629 -0.467936 0.533883 0.928834 0.549797 0.106436 0.221725 0.681991 -0.035736 0.470007 0.197203 0.532325 0.269527 0.221725 -0.065929 0.543874 0.682955 0.221725 0.285660 -0.074216 -0.025294 0.152462 0.271596 0.218536 0.343575 0.537706 0.112136 0.237825 -0.097247 -0.385109 0.268402 -0.269784 0.564266 0.417885 0.138292 -0.111523 0.101890 0.436739 0.164308 0.881524 -0.045133 0.201577 0.051330 0.139689 0.099660 1.000000 -0.047175 0.151816 0.164898 0.855809 -0.439373 -0.269800 0.242870 0.238728 0.133220 0.119906 0.031312 -0.153558 -0.073448 0.045394 -0.049751 -0.298888 0.601636 0.037298 -0.072765
X47 -0.068230 -0.038638 0.132878 0.123991 -0.176389 -0.036890 -0.083432 0.038720 -0.188842 0.046255 -0.086361 -0.022206 0.099403 -0.083432 0.025125 0.012711 0.036992 -0.083432 -0.014933 0.865977 -0.071429 -0.104123 0.000011 -0.081148 0.010064 0.022581 0.014502 -0.013541 0.084684 0.166045 0.013758 0.360668 -0.160935 -0.098403 -0.059290 -0.311003 -0.009524 0.069819 0.035584 -0.020062 0.019116 -0.022943 0.593010 0.002234 -0.109685 -0.047175 1.000000 -0.152554 -0.140425 0.100964 -0.063198 0.377676 -0.015439 -0.011345 0.074696 0.300248 -0.056783 -0.261979 0.010277 -0.214195 0.005721 0.200100 -0.114480 -0.062575 -0.018767
X48 0.783478 -0.207469 0.313507 0.131337 0.215682 0.305372 0.814429 0.093089 0.106338 0.217594 0.810279 0.513165 0.380160 0.814429 0.012029 0.355626 0.089793 0.814429 0.631050 -0.114354 0.229525 0.902474 0.606471 0.621668 0.258988 0.330643 0.108040 0.167204 0.003305 -0.186279 0.533137 -0.237706 0.151931 0.153034 0.793840 0.093444 0.044235 0.204440 0.618870 0.099437 -0.021577 0.718900 -0.074975 0.004270 0.293948 0.151816 -0.152554 1.000000 0.830843 0.134904 -0.179173 -0.234577 0.169685 0.168839 0.083125 0.162569 0.306789 -0.181022 -0.022412 0.032172 -0.065156 -0.206205 0.191967 0.125536 -0.152643
X49 0.654207 -0.201665 0.287402 0.151856 0.265073 0.320728 0.680675 0.096855 0.075238 0.214651 0.667907 0.535457 0.491092 0.680675 0.030184 0.360426 0.093080 0.680675 0.782713 -0.118586 0.197886 0.744504 0.755032 0.530030 0.262097 0.334520 0.100116 0.118447 0.044670 -0.262115 0.670607 -0.289891 0.127942 0.116947 0.651560 0.058487 0.052580 0.202387 0.732433 0.122122 -0.008738 0.880816 -0.087276 -0.008618 0.262993 0.164898 -0.140425 0.830843 1.000000 0.145758 -0.173185 -0.282483 0.120731 0.119751 0.117215 0.237409 0.269186 -0.264914 -0.020316 0.017163 -0.029444 -0.286606 0.167470 0.068648 -0.162718
X50 0.196134 -0.508175 0.551704 0.924082 0.468439 0.127419 0.202251 0.777367 -0.024535 0.508393 0.174489 0.490168 0.226634 0.202251 -0.073847 0.606663 0.775900 0.202251 0.250651 0.099889 -0.041049 0.134744 0.241196 0.212375 0.365271 0.606227 0.111018 0.215650 -0.097382 -0.425323 0.229267 -0.264958 0.561547 0.504725 0.127565 -0.088849 0.123690 0.419716 0.141093 0.766072 -0.053383 0.166114 0.115815 0.065182 0.056058 0.855809 0.100964 0.134904 0.145758 1.000000 -0.403431 -0.265415 0.227902 0.220091 0.136302 0.100089 0.018723 -0.125142 -0.129210 -0.019663 -0.017777 -0.290984 0.586282 0.041498 -0.064568
X51 -0.320085 0.851578 -0.647817 -0.475608 -0.490401 -0.322655 -0.321915 -0.433116 0.228466 -0.837926 -0.272607 -0.360137 -0.415698 -0.321915 0.081991 -0.388364 -0.436669 -0.321915 -0.365043 -0.019442 0.058498 -0.231778 -0.350172 -0.314354 -0.662798 -0.385470 -0.072554 -0.095234 -0.131662 0.316363 -0.348366 0.440532 -0.448363 -0.237224 -0.244333 0.341195 -0.050521 -0.956557 -0.282100 -0.344256 0.042963 -0.303070 0.007017 0.027790 -0.121404 -0.439373 -0.063198 -0.179173 -0.173185 -0.403431 1.000000 0.434014 -0.101719 -0.100199 -0.227689 -0.228274 0.037948 0.252528 -0.039509 0.023998 0.024683 0.537225 -0.473482 0.168756 0.201175
X52 -0.222345 0.425145 -0.461566 -0.291437 -0.487637 -0.184260 -0.237457 -0.229601 -0.225077 -0.422794 -0.213144 -0.229881 -0.071716 -0.237457 0.067464 -0.217913 -0.230141 -0.237457 -0.223963 0.255596 -0.037666 -0.206967 -0.208645 -0.242970 -0.336069 -0.210011 -0.043324 -0.095680 0.138787 0.584765 -0.186738 0.974894 -0.473903 -0.296632 -0.161549 -0.304688 -0.040794 -0.423752 -0.085647 -0.190680 0.065410 -0.163791 0.417316 0.332433 -0.091399 -0.269800 0.377676 -0.234577 -0.282483 -0.265415 0.434014 1.000000 -0.096810 -0.095809 -0.140137 0.137520 -0.045725 -0.079578 0.032447 -0.052656 -0.112448 0.840847 -0.448029 -0.053039 0.092093
X53 0.179289 -0.164263 0.353553 0.212450 0.177222 0.003940 0.185503 0.087449 0.097790 0.177386 0.179852 0.151277 0.064834 0.185503 -0.014872 0.133940 0.084213 0.185503 0.119457 -0.026843 0.002768 0.153693 0.113770 0.182598 0.148915 0.126244 0.056878 0.990684 -0.159878 -0.163015 0.108849 -0.096572 0.131376 0.188809 0.145019 0.067611 0.004833 0.122036 0.075639 0.232006 -0.011379 0.085359 0.026350 0.061183 0.054293 0.242870 -0.015439 0.169685 0.120731 0.227902 -0.101719 -0.096810 1.000000 0.997736 -0.002434 0.066947 0.047643 -0.075395 -0.063274 0.018311 -0.040754 -0.114408 0.141097 0.697991 -0.013723
X54 0.174989 -0.148015 0.354212 0.209318 0.174242 -0.002851 0.181176 0.079763 0.099677 0.161748 0.177244 0.146699 0.059801 0.181176 -0.013550 0.126861 0.076433 0.181176 0.114657 -0.020956 0.003954 0.151852 0.109064 0.176139 0.136099 0.119220 0.055343 0.992939 -0.162215 -0.152527 0.104801 -0.095749 0.129312 0.183397 0.143384 0.068114 0.000395 0.121139 0.073866 0.227804 -0.010953 0.083385 0.030529 0.061400 0.053093 0.238728 -0.011345 0.168839 0.119751 0.220091 -0.100199 -0.095809 0.997736 1.000000 -0.002911 0.065210 0.049661 -0.072559 -0.048278 0.017444 -0.041068 -0.113137 0.138560 0.700231 -0.012573
X55 0.105703 -0.225154 0.230718 0.137891 0.216447 0.189592 0.111366 0.103841 -0.081561 0.204947 0.089622 0.097089 0.157818 0.111366 -0.014010 0.104118 0.109876 0.111366 0.170525 0.059835 0.019478 0.082638 0.160902 0.104583 0.228007 0.099208 -0.017344 -0.001624 0.356668 -0.150690 0.147098 -0.141621 0.050870 -0.079398 0.078794 -0.085410 0.216716 0.212829 0.123013 0.118386 -0.029326 0.138540 0.079446 0.052835 0.013638 0.133220 0.074696 0.083125 0.117215 0.136302 -0.227689 -0.140137 -0.002434 -0.002911 1.000000 0.093302 0.022935 -0.095084 -0.010990 -0.032828 -0.036491 -0.169687 0.060526 -0.040505 -0.074845
X56 0.437470 -0.213735 0.226547 0.134712 0.116914 0.185192 0.433814 0.089363 0.006802 0.242411 0.419066 0.362970 0.545677 0.433814 -0.009220 0.359274 0.081089 0.433814 0.479317 0.026098 0.113491 0.335615 0.481293 0.362846 0.196947 0.364758 0.067921 0.060539 0.107575 -0.124162 0.512880 0.136956 -0.049134 0.025282 0.443774 -0.105475 0.012239 0.257060 0.559651 0.085939 0.082111 0.414813 0.040192 0.030632 0.167347 0.119906 0.300248 0.162569 0.237409 0.100089 -0.228274 0.137520 0.066947 0.065210 0.093302 1.000000 0.161662 -0.884461 0.000489 -0.022067 -0.047063 -0.175410 0.115737 -0.010792 -0.141949
X57 0.359249 0.031231 0.050767 0.019434 0.049110 0.081261 0.358314 -0.004439 0.133772 -0.031610 0.358197 0.217575 0.241755 0.358314 -0.026942 0.165390 -0.005209 0.358314 0.296794 -0.089380 0.132632 0.342384 0.300456 0.256990 0.010103 0.169262 0.036920 0.048606 -0.045907 -0.074829 0.282049 -0.047100 0.034676 0.049413 0.320749 0.141145 0.003756 -0.039118 0.245110 0.016516 -0.028166 0.276898 -0.087160 -0.035770 0.126549 0.031312 -0.056783 0.306789 0.269186 0.018723 0.037948 -0.045725 0.047643 0.049661 0.022935 0.161662 1.000000 -0.167668 -0.125807 0.032903 0.033921 -0.065731 0.069465 0.062813 -0.078984
X58 -0.466608 0.249471 -0.250026 -0.162315 -0.160392 -0.187657 -0.465588 -0.108382 -0.007078 -0.276993 -0.438064 -0.397492 -0.613800 -0.465588 0.009412 -0.387959 -0.099943 -0.465588 -0.548847 0.001133 -0.095604 -0.351837 -0.542852 -0.370347 -0.227706 -0.392885 -0.070982 -0.068390 -0.074956 0.165245 -0.569287 -0.079443 0.019544 -0.045551 -0.375199 0.097932 -0.015243 -0.274034 -0.471808 -0.119005 -0.059019 -0.447018 -0.027266 -0.038397 -0.186000 -0.153558 -0.261979 -0.181022 -0.264914 -0.125142 0.252528 -0.079578 -0.075395 -0.072559 -0.095084 -0.884461 -0.167668 1.000000 0.026191 0.018990 0.047662 0.211096 -0.133544 0.012635 0.129372
X59 -0.050620 0.204692 -0.105156 -0.069833 -0.066098 -0.021789 -0.058333 -0.105906 -0.058912 -0.203583 -0.041667 -0.076654 -0.036902 -0.058333 0.068573 -0.096516 -0.106439 -0.058333 -0.067839 0.014077 0.023327 -0.014998 -0.060345 -0.065767 -0.144595 -0.094408 -0.025488 -0.050400 0.079497 0.238150 -0.048403 0.029658 -0.059992 -0.107516 -0.011638 -0.083845 -0.058527 0.035999 0.007456 -0.062981 0.030189 0.006502 -0.000581 -0.013959 -0.010593 -0.073448 0.010277 -0.022412 -0.020316 -0.129210 -0.039509 0.032447 -0.063274 -0.048278 -0.010990 0.000489 -0.125807 0.026191 1.000000 -0.007928 0.001898 0.026428 -0.062555 -0.057556 0.009578
X60 0.033284 0.013422 -0.011303 -0.015955 0.049484 -0.021315 0.043114 0.007281 0.137569 -0.016089 0.050933 0.026126 0.001124 0.043114 -0.000994 0.023304 0.007094 0.043114 0.013595 -0.241550 0.019382 0.041827 0.010298 0.053934 -0.031504 0.020158 0.021843 0.019675 -0.114934 -0.045494 0.011539 -0.053230 0.114488 0.090411 0.025147 0.164651 0.004286 -0.032280 0.002335 0.030001 -0.016179 0.006044 -0.151593 0.018298 0.449228 0.045394 -0.214195 0.032172 0.017163 -0.019663 0.023998 -0.052656 0.018311 0.017444 -0.032828 -0.022067 0.032903 0.018990 -0.007928 1.000000 0.014984 -0.050473 0.105961 0.062373 0.008185
X61 -0.068736 0.029243 -0.118473 -0.011751 -0.099839 -0.036020 -0.063942 0.078632 0.137741 -0.030900 -0.058340 0.069000 -0.054486 -0.063942 -0.044586 0.080164 0.076580 -0.063942 -0.048665 0.026848 -0.040536 -0.052473 -0.056541 -0.028463 -0.053724 0.052696 -0.004044 -0.040799 -0.120356 -0.075678 -0.048166 -0.113095 0.217299 0.096586 -0.078078 0.254064 -0.032571 -0.030556 -0.054415 0.049232 -0.020470 -0.046890 -0.262011 -0.383887 0.004489 -0.049751 0.005721 -0.065156 -0.029444 -0.017777 0.024683 -0.112448 -0.040754 -0.041068 -0.036491 -0.047063 0.033921 0.047662 0.001898 0.014984 1.000000 -0.107737 0.214497 -0.005640 0.062439
X62 -0.317749 0.521141 -0.555095 -0.323515 -0.551797 -0.246298 -0.329839 -0.254677 -0.240021 -0.524762 -0.298168 -0.277880 -0.272404 -0.329839 0.064229 -0.293183 -0.253895 -0.329839 -0.359263 0.274770 -0.065603 -0.270225 -0.349969 -0.323157 -0.416113 -0.289621 -0.052061 -0.111926 0.107781 0.689498 -0.326195 0.850930 -0.483013 -0.311083 -0.244480 -0.308488 -0.042494 -0.532889 -0.212887 -0.210270 0.039475 -0.265018 0.441694 0.347885 -0.125967 -0.298888 0.200100 -0.206205 -0.286606 -0.290984 0.537225 0.840847 -0.114408 -0.113137 -0.169687 -0.175410 -0.065731 0.211096 0.026428 -0.050473 -0.107737 1.000000 -0.486926 -0.054246 0.161686
X63 0.283767 -0.477785 0.491854 0.668448 0.337275 0.117384 0.295703 0.554937 0.251998 0.485040 0.274537 0.581374 0.177354 0.295703 -0.087516 0.571912 0.548016 0.295703 0.224819 -0.149639 0.002218 0.234249 0.218207 0.299247 0.321545 0.564961 0.122323 0.136610 -0.205636 -0.390416 0.215371 -0.448106 0.955694 0.662717 0.212726 0.274819 0.049887 0.472737 0.136184 0.461270 -0.057252 0.159501 -0.252505 -0.205833 0.113499 0.601636 -0.114480 0.191967 0.167470 0.586282 -0.473482 -0.448029 0.141097 0.138560 0.060526 0.115737 0.069465 -0.133544 -0.062555 0.105961 0.214497 -0.486926 1.000000 0.070103 -0.063642
X64 0.091275 0.089354 0.165058 0.017085 0.041379 -0.063288 0.097623 -0.041926 0.314371 -0.076545 0.113737 0.027625 -0.049000 0.097623 0.010088 0.012302 -0.044461 0.097623 0.016391 -0.070036 0.050996 0.095345 0.017823 0.103754 -0.069046 0.009241 0.020877 0.715325 -0.221777 -0.086351 0.011932 -0.052775 0.075247 0.157696 0.082340 0.311646 -0.007790 -0.148208 -0.003221 0.024543 -0.010420 0.000430 -0.046670 0.001585 0.020711 0.037298 -0.062575 0.125536 0.068648 0.041498 0.168756 -0.053039 0.697991 0.700231 -0.040505 -0.010792 0.062813 0.012635 -0.057556 0.062373 -0.005640 -0.054246 0.070103 1.000000 0.028073
Y -0.228388 0.201201 -0.184199 -0.074671 -0.128416 -0.156222 -0.217200 -0.056407 0.066605 -0.203469 -0.203086 -0.104693 -0.225527 -0.217200 -0.049243 -0.109044 -0.056013 -0.217200 -0.224468 0.022979 -0.113787 -0.201368 -0.232723 -0.112844 -0.222610 -0.111925 -0.022604 -0.010352 -0.116763 0.117637 -0.200449 0.117343 -0.042992 0.001821 -0.239531 0.069587 -0.032248 -0.218558 -0.248422 -0.038989 -0.071979 -0.216949 0.000711 -0.020515 -0.073401 -0.072765 -0.018767 -0.152643 -0.162718 -0.064568 0.201175 0.092093 -0.013723 -0.012573 -0.074845 -0.141949 -0.078984 0.129372 0.009578 0.008185 0.062439 0.161686 -0.063642 0.028073 1.000000
--------------------------------------------------------------------------
In [16]:
def display_correlation(corr):
    plt.figure(figsize = (35,35))
    sns.heatmap(corr,vmin=-1,vmax=1,center=0,cmap = sns.diverging_palette(20,220,n=200),square=True,annot = True)
    plt.show()

df_list = [df1,df2,df3,df4,df5]
for i in range(5):
    print("For df"+str(i+1))
    display_correlation(find_correlation(df_list[i]))
    print("--------------------------------------------------------------------------")
For df1
--------------------------------------------------------------------------
For df2
--------------------------------------------------------------------------
For df3
--------------------------------------------------------------------------
For df4
--------------------------------------------------------------------------
For df5
--------------------------------------------------------------------------
In [17]:
#For Common in all 5 datasets

def feature_selection(df):
    corr = find_correlation(df)
    upper_tri = corr.where(np.triu(np.ones(corr.shape),k=1).astype(np.bool))
    to_drop = [column for column in upper_tri.columns if any(upper_tri[column]>0.75)]
    return to_drop

    
    
df_list = [df1,df2,df3,df4,df5]

fs_list = []
for df in df_list:
    fs_list.append(feature_selection(df))

count = {}

def vote_common(l):
    for i in l:
        if i not in count:
            count[i] = 1
        else:
            count[i] += 1
            
for l in fs_list:
    vote_common(l)

votes = dict( sorted(count.items(), key=operator.itemgetter(1),reverse=True))

to_drop_col = []
for key,val in votes.items():
    if val==5:
        to_drop_col.append(key)

print("\nDropping following columns:\n")
print(to_drop_col)
print("\nNo of columns dropped = ",len(to_drop_col))

for df in df_list:
    df.drop(to_drop_col,axis = 1,inplace = True)
<ipython-input-17-387fcfff6dd0>:5: DeprecationWarning: `np.bool` is a deprecated alias for the builtin `bool`. To silence this warning, use `bool` by itself. Doing this will not modify any behavior and is safe. If you specifically wanted the numpy scalar type, use `np.bool_` here.
Deprecated in NumPy 1.20; for more details and guidance: https://numpy.org/devdocs/release/1.20.0-notes.html#deprecations
  upper_tri = corr.where(np.triu(np.ones(corr.shape),k=1).astype(np.bool))
Dropping following columns:

['X7', 'X11', 'X14', 'X16', 'X17', 'X18', 'X19', 'X22', 'X23', 'X25', 'X26', 'X31', 'X35', 'X38', 'X39', 'X40', 'X42', 'X46', 'X47', 'X48', 'X49', 'X50', 'X51', 'X52', 'X53', 'X54', 'X62', 'X63']

No of columns dropped =  28
In [18]:
def display_piechart(df,i):
    print("For df"+str(i+1))
    plt.figure(figsize = (6.5,6.5))
    plt.pie(df['Y'].value_counts(),labels = ['No','Yes'],explode = [0,0.25],shadow = True)
    plt.show()
    print("-------------------------------------")

df_list = [df1,df2,df3,df4,df5]
for i in range(5):
    display_piechart(df_list[i],i)
For df1
-------------------------------------
For df2
-------------------------------------
For df3
-------------------------------------
For df4
-------------------------------------
For df5
-------------------------------------
In [19]:
def display_countplot(df,i):
    print("For df"+str(i+1))
    sns.set(style = 'dark')
    sns.countplot(df.Y,saturation = 1)
    plt.show()
    print(df['Y'].value_counts())
    print("--------------------")

df_list = [df1,df2,df3,df4,df5]
for i in range(5):
    display_countplot(df_list[i],i)
For df1
0.0    6113
1.0     238
Name: Y, dtype: int64
--------------------
For df2
0.0    8655
1.0     342
Name: Y, dtype: int64
--------------------
For df3
0.0    8848
1.0     414
Name: Y, dtype: int64
--------------------
For df4
0.0    8192
1.0     412
Name: Y, dtype: int64
--------------------
For df5
0.0    4974
1.0     295
Name: Y, dtype: int64
--------------------
In [20]:
def sample(df):
    X = df.drop(['Y'],axis = 1)
    Y = df['Y']
    
    sm = SMOTE(sampling_strategy = 'minority',random_state = 42)
    
    oversampled_X,oversampled_Y = sm.fit_sample(X,Y)
    
    return pd.concat([pd.DataFrame(oversampled_Y),pd.DataFrame(oversampled_X)],axis=1)

df_1 = sample(df1)
df_2 = sample(df2)
df_3 = sample(df3)
df_4 = sample(df4)
df_5 = sample(df5)
In [21]:
df_list = [df_1,df_2,df_3,df_4,df_5]
for i in range(5):
    display_countplot(df_list[i],i)
For df1
1.0    6113
0.0    6113
Name: Y, dtype: int64
--------------------
For df2
1.0    8655
0.0    8655
Name: Y, dtype: int64
--------------------
For df3
1.0    8848
0.0    8848
Name: Y, dtype: int64
--------------------
For df4
1.0    8192
0.0    8192
Name: Y, dtype: int64
--------------------
For df5
1.0    4974
0.0    4974
Name: Y, dtype: int64
--------------------

Modelling

In [22]:
X_train_list = []
X_test_list = []
y_train_list = []
y_test_list = []
def split_data(df):
    X = df.drop(['Y'],axis = 1)
    Y = df.Y
    X_train, X_test, y_train, y_test = train_test_split(X,Y,test_size = 0.2)
    X_train_list.append(X_train)
    X_test_list.append(X_test)
    y_train_list.append(y_train)
    y_test_list.append(y_test)    

df_list = [df_1,df_2,df_3,df_4,df_5]

for df in df_list:
    split_data(df)
In [23]:
for i in range(5):
    print("df"+str(i+1))
    display(X_train_list[i].head())
    print("\n\n")
df1
X1 X2 X3 X4 X5 X6 X8 X9 X10 X12 X13 X15 X20 X21 X24 X27 X28 X29 X30 X32 X33 X34 X36 X37 X41 X43 X44 X45 X55 X56 X57 X58 X59 X60 X61 X64
2450 0.191230 0.448760 0.413200 2.013500 2.925200 0.48711 1.114900 1.166900 0.500330 0.583530 0.172740 624.690000 96.723000 0.972440 0.606150 1.922300 2.307100 4.087600 0.279180 114.400000 3.190600 0.557190 1.566900 10.196000 0.053778 191.240000 94.520000 0.475420 5055.800000 0.143040 0.382210 0.856960 0.082071 3.773700 3.861600 8.475300
1227 0.075489 0.146420 0.484860 4.390700 65.074000 0.00000 5.829800 1.564900 0.853580 0.563400 0.079829 427.800000 67.385000 0.823910 0.242600 68.700000 1.302900 4.244000 -0.008089 46.841000 7.964500 7.778400 1.564900 297.250000 0.039777 108.740000 41.359000 0.261300 4.390700 0.287950 0.088438 0.720800 0.001336 5.416600 8.825100 4.205000
4675 0.368510 0.059837 0.307370 6.136900 356.120000 0.00000 15.712000 4.025300 0.940160 6.158500 0.108740 49.895000 0.795870 1.011500 0.735540 554.958703 0.485740 3.090000 -0.031204 5.972100 61.118000 61.118000 4.025300 1.650653 0.004560 16.257000 15.462000 41.985000 378.180000 0.091488 0.391960 0.908520 0.000000 458.620000 23.607000 6.361200
9850 -0.017322 0.849653 -0.277949 0.558617 -66.226491 0.00000 0.181628 2.823245 0.150319 -0.035120 0.015280 7295.930657 26.715373 1.125661 0.016428 1.399238 -0.419586 4.123732 0.303562 82.759627 4.860130 3.316565 2.834415 0.696278 0.357226 41.677023 14.961714 -0.129958 -3513.781042 0.015583 -0.055691 0.984271 1.365601 16.412297 27.203529 4.203980
11224 0.111004 0.877668 -0.105209 0.866927 -47.111613 0.00000 0.147521 2.907969 0.122332 0.141642 0.060002 2042.740170 28.550353 1.165666 0.111004 10.944647 -0.429347 4.052432 0.295730 118.290720 3.305456 3.101652 2.908944 18.961546 0.173216 81.316926 52.766573 0.621771 -1192.755949 0.057583 1.289206 0.950973 0.467624 18.262950 7.158152 14.046624


df2
X1 X2 X3 X4 X5 X6 X8 X9 X10 X12 X13 X15 X20 X21 X24 X27 X28 X29 X30 X32 X33 X34 X36 X37 X41 X43 X44 X45 X55 X56 X57 X58 X59 X60 X61 X64
10235 0.127725 0.867016 0.003909 1.051429 -38.531592 -0.185621 0.193999 2.757765 0.132993 0.330799 0.059894 1906.602941 31.374381 0.721970 0.167718 4.828974 -0.020843 3.641453 0.308467 109.782508 5.520967 2.991616 2.775158 1.401277 0.145288 89.883058 58.507868 0.614492 4.269736 0.157412 1.738013 0.840772 0.000000 13.857165 10.800632 26.193199
3056 0.002886 0.393520 0.238690 1.673300 -8.554700 0.361840 1.541200 1.128700 0.606480 0.018311 0.035374 1996.600000 47.660000 0.934740 0.402170 1.394500 0.586730 4.673100 0.150510 71.816000 5.082400 0.638450 2.053000 8.396800 0.040852 88.187000 40.526000 0.010867 11245.000000 0.114050 0.004758 0.885950 0.064338 7.658400 9.006500 4.999100
4667 -0.092494 0.166050 0.301940 2.818400 37.589000 -0.233580 5.010700 0.946920 0.832040 -0.500530 -0.016858 -1868.700000 16.528000 0.843570 -0.224390 -0.460120 0.567560 3.433200 -0.017793 29.830000 12.236000 -0.563010 1.953400 2.021350 -0.127520 49.278000 32.749000 -1.061600 818.660000 -0.056054 -0.111170 1.056100 0.000000 22.083000 11.145000 3.616500
7926 -0.097401 0.682030 -0.153510 0.731490 -58.021000 -0.089164 0.428740 0.945390 0.292410 -0.164260 -0.017913 -8583.500000 24.778000 0.881550 -0.080708 -0.514660 -0.263860 4.467600 0.420980 121.850000 2.995600 -0.129230 1.665800 2.794600 -0.965050 93.698000 68.921000 -0.886180 -4506.000000 -0.057769 -0.333090 1.057800 0.377270 14.731000 5.295900 2.782900
14700 -0.098708 0.249717 0.502716 7.707278 42.130428 -0.007269 3.017686 0.709917 0.750253 -1.339160 -0.139800 -955.007277 116.902787 0.736614 -0.183317 -1.946295 0.871114 2.308170 0.292509 59.099287 14.616335 4.259553 0.996380 6.362184 -0.122799 217.314439 100.416806 -0.616754 105.735987 0.304097 -0.131181 0.542573 0.000000 3.852891 8.870804 1.324555


df3
X1 X2 X3 X4 X5 X6 X8 X9 X10 X12 X13 X15 X20 X21 X24 X27 X28 X29 X30 X32 X33 X34 X36 X37 X41 X43 X44 X45 X55 X56 X57 X58 X59 X60 X61 X64
8315 0.188090 0.743400 -0.026431 0.907610 -26.687000 0.035153 0.345180 1.730900 0.256600 0.657490 0.109370 1433.400000 5.301500 0.921240 0.447670 0.000000 -0.035700 3.839600 0.414040 89.651000 4.071400 1.56680 1.730900 0.572640 20.496000 41.805000 36.504000 7.481600 -182.69000 0.327100 0.733010 0.687290 1.595900 68.849000 9.998900 2.338000
11635 0.035688 0.674926 -0.366970 0.401734 -111.202982 -0.325663 0.460987 1.408126 0.301537 0.090435 0.079135 1958.307146 30.497688 1.953732 -0.259919 1.937487 -0.475008 4.067284 0.323395 116.933836 4.753755 1.31777 2.617966 48.826509 0.145394 36.257534 5.759707 0.182947 -4050.83418 0.059994 0.133902 0.944195 0.128471 20.006722 79.497738 3.368299
5749 0.005305 0.649870 0.071558 1.508000 62.408000 0.000000 0.538780 0.464160 0.350130 0.047834 0.187000 2732.800000 8.441000 0.615810 0.186380 1.117400 0.090858 3.120700 1.230400 123.060000 2.965900 0.64286 0.464160 0.396230 0.163030 103.320000 94.875000 0.494210 94.49000 0.099925 0.015151 0.985720 1.453800 43.241000 3.847100 0.589340
9182 0.101410 0.741490 0.202670 1.279000 -14.623000 0.101410 0.311390 1.050900 0.230900 0.175400 0.041990 1965.300000 33.115000 1.142900 0.127420 0.128413 2.858900 4.729200 0.164530 84.960000 4.296100 0.19214 3.308300 41.950000 0.159570 77.430000 44.314000 0.340820 10864.00000 0.048412 0.439200 0.951590 0.065202 11.022000 8.236600 46.264000
8958 0.041600 0.935310 -0.085520 0.907070 -73.703000 -0.231480 0.069259 1.559200 0.064779 0.036353 0.026243 8343.500000 47.657000 0.905963 0.033454 0.947010 -0.517510 3.890800 0.574200 234.510000 1.566200 1.54100 1.601700 51.441000 0.244190 185.000000 137.340000 0.204350 -665.00000 0.081326 0.642180 0.899830 0.189410 7.658900 2.657600 9.435000


df4
X1 X2 X3 X4 X5 X6 X8 X9 X10 X12 X13 X15 X20 X21 X24 X27 X28 X29 X30 X32 X33 X34 X36 X37 X41 X43 X44 X45 X55 X56 X57 X58 X59 X60 X61 X64
11939 0.013952 0.644987 0.118561 1.162301 -26.581321 -0.062208 0.731903 1.994777 0.354992 0.088101 0.050305 3673.909570 8.815809 0.883327 -0.128368 -4.162314 0.833214 2.921679 0.485666 71.285299 5.661386 4.052402 2.041112 1.067879 0.234753 48.469323 39.653784 4.190271 -275.461402 0.060853 0.120559 0.925781 1.961232 115.611598 9.208574 7.979389
14131 -0.000800 0.095479 0.904521 12.433966 375.901750 -0.512843 11.434046 1.368930 0.904533 -0.457835 -0.132689 -32.723307 0.000000 0.754229 0.208674 253.944209 22.472492 1.841376 -0.358522 37.443758 12.618779 12.618779 1.377830 38.837053 -0.002200 357.113921 357.113921 1.494300 81.794565 0.666020 0.008466 0.357946 0.000000 11.016416 1.893885 95.587380
13598 -0.750114 1.277148 -0.835687 0.257226 -112.432366 0.000000 -0.206496 2.216827 -0.276802 -0.634148 -0.291698 -726.918545 12.120774 0.708555 -1.381738 -18.988300 -1.422359 3.462931 0.564512 155.422240 2.640678 2.373940 2.352187 10.150515 -0.067494 46.791278 34.670504 -20.712560 -2418.285024 -0.230533 3.697133 1.219899 0.000000 71.351507 32.221323 3.826462
9161 -0.059982 0.948115 -0.168704 0.788553 -65.589968 -0.087547 0.057256 1.920494 0.051651 -0.075208 -0.028514 -6451.764100 38.149754 0.635311 -0.094706 -1.170609 -0.407057 3.334642 0.496071 171.363317 2.759517 2.306905 2.179299 4.997497 -1.131808 116.542458 78.395390 -0.317475 -431.682722 0.090555 -1.457589 0.836271 2.002926 10.525645 4.933957 5.285592
4688 -0.007373 0.433690 -0.107200 0.752810 -102.870000 0.003390 1.253500 1.000600 0.543640 -0.018426 0.044326 4064.100000 36.001000 1.302800 0.010997 -0.007286 -0.159170 5.439400 0.439570 180.250000 2.025000 -0.001476 0.895640 4.227430 0.307940 97.772000 61.771000 -0.085072 -29486.000000 0.000571 -0.013563 0.999430 0.000000 10.139000 5.908900 1.304700


df5
X1 X2 X3 X4 X5 X6 X8 X9 X10 X12 X13 X15 X20 X21 X24 X27 X28 X29 X30 X32 X33 X34 X36 X37 X41 X43 X44 X45 X55 X56 X57 X58 X59 X60 X61 X64
2502 0.125820 0.789280 0.192320 1.249600 -96.482000 0.000000 0.266980 1.551300 0.210720 0.198550 0.106070 1750.800000 131.170000 1.931200 0.224340 25.330000 5.197800 4.404800 0.372330 201.880000 1.808000 1.765400 1.551300 32.098167 0.157990 175.550000 44.386000 0.225690 4884.800000 0.101790 0.597100 0.901790 0.000000 2.782700 8.22340 41.926000
4067 0.114800 0.349170 0.431520 2.365200 16.053000 0.251440 1.821000 1.135200 0.635850 0.447290 0.133910 792.610000 115.470000 1.062200 0.315590 1.464400 1.709700 5.288200 0.279540 109.070000 3.346400 0.443600 1.219400 11.115000 0.065859 221.520000 106.050000 0.302210 83785.000000 0.119130 0.180550 0.880870 0.052030 3.160900 3.44180 4.757600
4833 0.004701 0.748720 0.070571 1.094300 -34.319000 0.012488 0.278710 1.003700 0.208680 0.006279 0.006119 12825.000000 41.630000 1.168900 0.016527 0.063958 0.390530 4.176900 0.214500 78.762000 4.634200 0.029640 3.502300 0.569880 0.634430 85.422000 43.792000 0.011835 1060.600000 0.003678 0.022527 0.996320 0.000000 8.767700 8.33480 19.272000
5861 -0.071068 0.693273 -0.037834 0.907378 -151.757376 0.043000 0.496451 0.804988 0.306727 -0.176515 -0.035684 -10835.698185 117.247571 0.744231 -0.051948 -4.683453 -0.059421 3.987957 1.035958 200.791703 2.081652 1.428913 0.808825 3.721457 2.493325 164.103325 46.850866 -0.347029 -339.669521 -0.057109 -0.243140 1.098451 0.942330 4.104427 8.02433 1.264456
947 0.065428 0.515450 0.055209 1.107200 -50.069000 -0.081398 0.850630 1.079000 0.438460 0.131690 0.091765 1740.700000 55.563000 1.131500 -0.071983 0.815960 0.128420 5.415200 0.351470 172.160000 2.120200 0.172810 1.194300 688.750000 0.131010 138.360000 82.798000 0.364900 14363.000000 0.073196 0.149220 0.926800 0.001294 6.569100 4.40830 2.739800


In [24]:
models = {
    'XGBoost':XGBClassifier(eta = 0.3,objective = 'binary:logistic'),
    'Logistic Regression':LogisticRegression(fit_intercept = False, multi_class = 'auto', penalty = 'l1', solver = 'liblinear', warm_start = True),
    'Random Forest':RandomForestClassifier(warm_start= True, criterion= 'entropy',n_estimators = 500),
    'Ada Boost' : AdaBoostClassifier(algorithm = 'SAMME.R'),
    'LightGBM' : LGBMClassifier(boosting = 'goss',importance_type = 'split')
}

Scores = []
for model_name,mp in models.items():
    start = time.time()
    y_pred_list = []
    Accuracy = []
    sum = 0
    for i in range(5):
        clf = mp.fit(X_train_list[i],y_train_list[i])
    
    for i in range(5):
        y_pred_list.append(clf.predict(X_test_list[i]))
    
    for i in range(5):
        Accuracy.append(balanced_accuracy_score(y_test_list[i],y_pred_list[i]))
        sum += Accuracy[i]

    Scores.append({
            'Model':model_name,
            'Mean Score':sum/5,
            'Time Taken':(time.time()-start)
    })
best = pd.DataFrame(Scores)
best.sort_values('Mean Score',ascending = False)
C:\Users\akhil\anaconda3\lib\site-packages\sklearn\ensemble\_forest.py:368: UserWarning: Warm-start fitting without increasing n_estimators does not fit new trees.
  warn("Warm-start fitting without increasing n_estimators does not "
C:\Users\akhil\anaconda3\lib\site-packages\sklearn\ensemble\_forest.py:368: UserWarning: Warm-start fitting without increasing n_estimators does not fit new trees.
  warn("Warm-start fitting without increasing n_estimators does not "
C:\Users\akhil\anaconda3\lib\site-packages\sklearn\ensemble\_forest.py:368: UserWarning: Warm-start fitting without increasing n_estimators does not fit new trees.
  warn("Warm-start fitting without increasing n_estimators does not "
C:\Users\akhil\anaconda3\lib\site-packages\sklearn\ensemble\_forest.py:368: UserWarning: Warm-start fitting without increasing n_estimators does not fit new trees.
  warn("Warm-start fitting without increasing n_estimators does not "
[LightGBM] [Warning] boosting is set=goss, boosting_type=gbdt will be ignored. Current value: boosting=goss
Out[24]:
Model Mean Score Time Taken
0 XGBoost 0.839312 5.507453
4 LightGBM 0.833771 0.678102
3 Ada Boost 0.781290 9.742814
2 Random Forest 0.742382 24.229840
1 Logistic Regression 0.679614 2.737078
In [25]:
xgb = XGBClassifier(eta = 0.3,objective = 'binary:logistic')
for i in range(5):
    xgb.fit(X_train_list[i],y_train_list[i])

y_pred_list = []

for i in range(5):
    y_pred_list.append(xgb.predict(X_test_list[i]))
In [26]:
sum = 0
def CM(i):
    
    confusion = pd.crosstab(y_test_list[i-1],y_pred_list[i-1],rownames=['Actual'], colnames=['Predicted'])
    sns.heatmap(confusion,annot = True,fmt = '.5g')
    plt.show()
    
    TN,FP,FN,TP = confusion_matrix(y_test_list[i-1],y_pred_list[i-1]).ravel()
    
    accuracy = (TP+TN)/(TP+TN+FP+FN)
    recall = TP/(TP+FN)
    precision = TP/(TP+FP)
    specificity = TN/(TN+FP)
    F1_score = (2*recall*precision)/(recall+precision)
    
    print("Accuracy is {}".format(accuracy))
    print("Precision is {}".format(precision))
    print("Recall is {}".format(recall))
    print("Specificity is {}".format(specificity))
    print("F1 Score is {}".format(F1_score))
    
    
    return accuracy

for i in range(1,6):
    print("For Year : {}".format(i))
    sum += CM(i)
    print("----------------------------------------------------------")

print("\nAverage Accuracy is {}".format(sum/5))
For Year : 1
Accuracy is 0.7935404742436631
Precision is 0.9512820512820512
Recall is 0.6137303556658396
Specificity is 0.9692805173807599
F1 Score is 0.7461035696329814
----------------------------------------------------------
For Year : 2
Accuracy is 0.7937608318890814
Precision is 0.8668138337012509
Recall is 0.6884862653419053
Specificity is 0.8966304968589377
F1 Score is 0.7674267100977198
----------------------------------------------------------
For Year : 3
Accuracy is 0.8124293785310734
Precision is 0.8991596638655462
Recall is 0.7117516629711752
Specificity is 0.9170506912442397
F1 Score is 0.7945544554455446
----------------------------------------------------------
For Year : 4
Accuracy is 0.820872749465975
Precision is 0.9166666666666666
Recall is 0.7006802721088435
Specificity is 0.9379518072289157
F1 Score is 0.7942516649141255
----------------------------------------------------------
For Year : 5
Accuracy is 0.978894472361809
Precision is 0.969785575048733
Recall is 0.989065606361829
Specificity is 0.9684959349593496
F1 Score is 0.9793307086614174
----------------------------------------------------------

Average Accuracy is 0.8398995812983203
In [27]:
#Plotting ROC AUC curve
for i in range(5):
    y_pred_proba = xgb.predict_proba(X_test_list[i])[::,1]
    fpr,tpr,_ = metrics.roc_curve(y_test_list[i],y_pred_proba)
    auc = metrics.roc_auc_score(y_test_list[i],y_pred_proba)
    
    plt.figure(figsize = (7,5))
    plt.plot(fpr,tpr,label = "AUC = "+str(auc))
    plt.ylabel('True Positive Rate')
    plt.xlabel('False Positive Rate')
    plt.title("For Year "+str(i+1),fontweight = 'bold',fontsize = 15)
    plt.legend(loc = 4)
    plt.show()
    print("----------------------------------------------------------")
    print()
----------------------------------------------------------

----------------------------------------------------------

----------------------------------------------------------

----------------------------------------------------------

----------------------------------------------------------

In [28]:
#Plotting Precision Recall curve

for i in range(5):
    y_pred_proba = xgb.predict_proba(X_test_list[i])[::,1]
    precision,recall,_ = metrics.precision_recall_curve(y_test_list[i],y_pred_proba)    
    plt.figure(figsize = (7,5))
    plt.plot(recall,precision)
    plt.ylabel('Precision')
    plt.xlabel('Recall')
    plt.title("For Year "+str(i+1),fontweight = 'bold',fontsize = 15)
    plt.show()
    print("----------------------------------------------------------")
    print()
----------------------------------------------------------

----------------------------------------------------------

----------------------------------------------------------

----------------------------------------------------------

----------------------------------------------------------

In [29]:
Metric_list = {
    'Year' : [],
    'Accuracy' : [],
    'Sensitivity' : [],
    'Precision' : [],
    'Specificity' : [],
    'F1 Score' : []
}

for i in range(5):
    TN,FP,FN,TP = confusion_matrix(y_test_list[i],y_pred_list[i]).ravel()
    accuracy = (TP+TN)/(TP+TN+FP+FN)
    recall = TP/(TP+FN)
    precision = TP/(TP+FP)
    specificity = TN/(TN+FP)
    F1_score = (2*recall*precision)/(recall+precision)
    
    Metric_list['Year'].append(i+1)
    Metric_list['Accuracy'].append(accuracy*100)
    Metric_list['Sensitivity'].append(recall*100)
    Metric_list['Precision'].append(precision*100)
    Metric_list['Specificity'].append(specificity*100)
    Metric_list['F1 Score'].append(F1_score*100)
    
    
Metric = pd.DataFrame(Metric_list)
Metric['Accuracy'] = Metric['Accuracy'].round(decimals = 2)
Metric['Sensitivity'] = Metric['Sensitivity'].round(decimals = 2)
Metric['Precision'] = Metric['Precision'].round(decimals = 2)
Metric['Specificity'] = Metric['Specificity'].round(decimals = 2)
Metric['F1 Score'] = Metric['F1 Score'].round(decimals = 2)
Metric.head()
Out[29]:
Year Accuracy Sensitivity Precision Specificity F1 Score
0 1 79.35 61.37 95.13 96.93 74.61
1 2 79.38 68.85 86.68 89.66 76.74
2 3 81.24 71.18 89.92 91.71 79.46
3 4 82.09 70.07 91.67 93.80 79.43
4 5 97.89 98.91 96.98 96.85 97.93
In [30]:
def addlabels(x,y):
    for i in range(len(x)):
        plt.text(i+1,y[i]+1,y[i],ha = 'center',fontsize = 11)
        
def plots(x):
    plt.figure(figsize = (10,5))
    plt.bar(Metric.Year,Metric[x],edgecolor = 'black',color = 'orange')
    addlabels(Metric.Year,Metric[x])
    plt.xlabel('Year',fontweight = 'bold')
    plt.ylabel('Values',fontweight = 'bold')
    plt.title("For "+x,fontweight = 'bold',fontsize = 15)
    plt.show()
    
for i in range(1,6):
    print(plots(Metric.columns[i]))
    print("-----------------------------------------------------------------------------")
    print()
None
-----------------------------------------------------------------------------

None
-----------------------------------------------------------------------------

None
-----------------------------------------------------------------------------

None
-----------------------------------------------------------------------------

None
-----------------------------------------------------------------------------

In [31]:
df_list = [df_1,df_2,df_3,df_4,df_5]

for i in range(5):
    sort = xgb.feature_importances_.argsort()
    plt.figure(figsize = (10,10))
    plt.barh(df_list[i].columns[sort], xgb.feature_importances_[sort])
    plt.ylabel("Feature Importance")
    plt.title("For Year "+str(i+1),fontsize = 15)
In [32]:
# Weights assigned to each column
ordered_corr_feature = {}

for i in range(len(df_list[0].columns[sort])):
    if df_list[0].columns[sort][35-i]!='Y':
        ordered_corr_feature[df_list[0].columns[sort][35-i]] = (36-i)/100

print(ordered_corr_feature)
{'X24': 0.36, 'X5': 0.35, 'X9': 0.34, 'X20': 0.33, 'X37': 0.32, 'X45': 0.31, 'X61': 0.3, 'X33': 0.29, 'X60': 0.28, 'X58': 0.27, 'X43': 0.26, 'X15': 0.25, 'X13': 0.24, 'X55': 0.23, 'X21': 0.22, 'X30': 0.21, 'X8': 0.2, 'X59': 0.19, 'X27': 0.18, 'X2': 0.17, 'X36': 0.16, 'X34': 0.15, 'X57': 0.14, 'X44': 0.13, 'X29': 0.12, 'X3': 0.11, 'X12': 0.1, 'X6': 0.09, 'X1': 0.07, 'X32': 0.06, 'X56': 0.05, 'X28': 0.04, 'X4': 0.03, 'X41': 0.02, 'X10': 0.01}
In [33]:
df_list = [df_1,df_2,df_3,df_4,df_5]

pos_count = {}
neg_count = {}


for i in range(5):
    c = find_correlation(df_list[i])
    for k,v in c['Y'].items():
        if v>=0 and v!=1:
            if k not in pos_count:
                pos_count[k] = 1
            elif k in pos_count:
                pos_count[k] += 1
        if v<0:
            if k not in neg_count:
                neg_count[k] = 1
            elif k in neg_count:
                neg_count[k] += 1

pos_all = []
neg_all = []

for k,v in pos_count.items():
    if v>=3:
        pos_all.append(k)

for k,v in neg_count.items():
    if v>=3:
        neg_all.append(k)
        
print("Positively Correlated Features are :-\n",pos_all)
print("\n\nNegatively Correlated Features are :-\n",neg_all)
Positively Correlated Features are :-
 ['X2', 'X9', 'X15', 'X30', 'X32', 'X36', 'X58', 'X59', 'X61', 'X64', 'X20', 'X43']


Negatively Correlated Features are :-
 ['X1', 'X3', 'X4', 'X5', 'X6', 'X8', 'X10', 'X12', 'X13', 'X21', 'X24', 'X27', 'X28', 'X29', 'X33', 'X34', 'X37', 'X41', 'X44', 'X45', 'X55', 'X56', 'X57', 'X60']
In [34]:
o= {
    'X1':[-0.102097],'X2':[0.403595],'X3':[-0.070295],'X4':[0.745744],'X5':[-21.164521],'X6':[0.0],
    'X8':[1.702828],'X9':[1.746321],'X10':[0.596849],'X12':[-0.285562],'X13':[-0.058566],'X15':[-1434.408728],
    'X20':[8.727083],'X21':[1.007958],'X24':[-0.061341],'X27':[-6.029714],'X28':[-0.076228],'X29':[3.192527],
    'X30':[0.216027],'X32':[77.536626],'X33':[5.828647],'X34':[5.265031],'X36':[1.872401],'X37':[5.756834],
    'X41':[-0.097177],'X43':[53.261665],'X44':[44.534402],'X45':[-2.619874],'X55':[-63.029123],'X56':[0.05399],
    'X57':[-0.197046],'X58':[0.884513],'X59':[0.10286],'X60':[42.709518],'X61':[11.613202],'X64':[2.598716],
}

os = {
    'Y':[1.0]
}

trial_original = pd.DataFrame(o)
ans_original = pd.DataFrame(os)

display(trial_original)
display(ans_original)
X1 X2 X3 X4 X5 X6 X8 X9 X10 X12 X13 X15 X20 X21 X24 X27 X28 X29 X30 X32 X33 X34 X36 X37 X41 X43 X44 X45 X55 X56 X57 X58 X59 X60 X61 X64
0 -0.102097 0.403595 -0.070295 0.745744 -21.164521 0.0 1.702828 1.746321 0.596849 -0.285562 -0.058566 -1434.408728 8.727083 1.007958 -0.061341 -6.029714 -0.076228 3.192527 0.216027 77.536626 5.828647 5.265031 1.872401 5.756834 -0.097177 53.261665 44.534402 -2.619874 -63.029123 0.05399 -0.197046 0.884513 0.10286 42.709518 11.613202 2.598716
Y
0 1.0
In [35]:
t3= {
    'X1':[-0.102097],'X2':[0.403595],'X3':[-0.070295],'X4':[0.745744],'X5':[-21.164521],'X6':[0.0],
    'X8':[1.702828],'X9':[1.746321],'X10':[0.596849],'X12':[-0.285562],'X13':[-0.058566],'X15':[-1434.408728],
    'X20':[8.727083],'X21':[1.007958],'X24':[-0.061341],'X27':[-6.029714],'X28':[-0.076228],'X29':[3.192527],
    'X30':[0.216027],'X32':[77.536626],'X33':[5.828647],'X34':[5.265031],'X36':[1.872401],'X37':[5.756834],
    'X41':[-0.097177],'X43':[53.261665],'X44':[44.534402],'X45':[-2.619874],'X55':[-63.029123],'X56':[0.05399],
    'X57':[-0.197046],'X58':[0.884513],'X59':[0.10286],'X60':[42.709518],'X61':[11.613202],'X64':[2.598716],
}

ts3 = {
    'Y':[1.0]
}

trial3 = pd.DataFrame(t3)
ans3 = pd.DataFrame(ts3)
display(trial3)
display(ans3)
X1 X2 X3 X4 X5 X6 X8 X9 X10 X12 X13 X15 X20 X21 X24 X27 X28 X29 X30 X32 X33 X34 X36 X37 X41 X43 X44 X45 X55 X56 X57 X58 X59 X60 X61 X64
0 -0.102097 0.403595 -0.070295 0.745744 -21.164521 0.0 1.702828 1.746321 0.596849 -0.285562 -0.058566 -1434.408728 8.727083 1.007958 -0.061341 -6.029714 -0.076228 3.192527 0.216027 77.536626 5.828647 5.265031 1.872401 5.756834 -0.097177 53.261665 44.534402 -2.619874 -63.029123 0.05399 -0.197046 0.884513 0.10286 42.709518 11.613202 2.598716
Y
0 1.0
In [36]:
t4= {
    'X1':[-0.102097],'X2':[0.403595],'X3':[-0.070295],'X4':[0.745744],'X5':[-21.164521],'X6':[0.0],
    'X8':[1.702828],'X9':[1.746321],'X10':[0.596849],'X12':[-0.285562],'X13':[-0.058566],'X15':[-1434.408728],
    'X20':[8.727083],'X21':[1.007958],'X24':[-0.061341],'X27':[-6.029714],'X28':[-0.076228],'X29':[3.192527],
    'X30':[0.216027],'X32':[77.536626],'X33':[5.828647],'X34':[5.265031],'X36':[1.872401],'X37':[5.756834],
    'X41':[-0.097177],'X43':[53.261665],'X44':[44.534402],'X45':[-2.619874],'X55':[-63.029123],'X56':[0.05399],
    'X57':[-0.197046],'X58':[0.884513],'X59':[0.10286],'X60':[42.709518],'X61':[11.613202],'X64':[2.598716],
}

ts4 = {
    'Y':[1.0]
}

trial4 = pd.DataFrame(t4)
ans4 = pd.DataFrame(ts4)
display(trial4)
display(ans4)
X1 X2 X3 X4 X5 X6 X8 X9 X10 X12 X13 X15 X20 X21 X24 X27 X28 X29 X30 X32 X33 X34 X36 X37 X41 X43 X44 X45 X55 X56 X57 X58 X59 X60 X61 X64
0 -0.102097 0.403595 -0.070295 0.745744 -21.164521 0.0 1.702828 1.746321 0.596849 -0.285562 -0.058566 -1434.408728 8.727083 1.007958 -0.061341 -6.029714 -0.076228 3.192527 0.216027 77.536626 5.828647 5.265031 1.872401 5.756834 -0.097177 53.261665 44.534402 -2.619874 -63.029123 0.05399 -0.197046 0.884513 0.10286 42.709518 11.613202 2.598716
Y
0 1.0
In [37]:
print("Predicted Class :",xgb.predict(trial_original)[0])
print("Probability of it belonging to 1 class :",xgb.predict_proba(trial_original)[0][1])
print("Probability of it belonging to 0 class :",xgb.predict_proba(trial_original)[0][0])
Predicted Class : 1
Probability of it belonging to 1 class : 0.9997768
Probability of it belonging to 0 class : 0.0002232194
In [38]:
#Using All Columns

pos_all = ['X2','X9','X30','X32','X36','X58','X59','X61','X64','X20','X15','X43']
neg_all = ['X1','X3','X4','X5','X6','X8','X10','X12','X13','X21','X24','X27','X28','X29','X33','X34','X37','X41','X44','X45','X55','X56','X57','X60']

prob = {
    'Iterations':[],
    'Probability':[]   
       }

i = 0
print("Initial probability :",xgb.predict_proba(trial3)[0][0])
while(xgb.predict_proba(trial3)[0][0]<=0.73):
    for col,weight in ordered_corr_feature.items():
        if col in pos_all:
            trial3[col].values[0] -= 0.01*weight
        elif col in neg_all:
            trial3[col].values[0] += 0.01*weight   
    i = i+1
    prob['Iterations'].append(i)
    prob['Probability'].append(xgb.predict_proba(trial3)[0][0])
    print("After iteration {} probability is {}".format(i,xgb.predict_proba(trial3)[0][0]))

print("\nNew predicted class is ",xgb.predict(trial3)[0])

all_with_weight  = pd.DataFrame(prob)
Initial probability : 0.0002232194
After iteration 1 probability is 0.00013947486877441406
After iteration 2 probability is 0.00012254714965820312
After iteration 3 probability is 0.00011849403381347656
After iteration 4 probability is 0.00011801719665527344
After iteration 5 probability is 0.00011801719665527344
After iteration 6 probability is 0.00011801719665527344
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After iteration 8 probability is 0.0001577138900756836
After iteration 9 probability is 0.0001577138900756836
After iteration 10 probability is 0.0001652240753173828
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After iteration 16 probability is 0.00013113021850585938
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After iteration 18 probability is 0.00011074542999267578
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After iteration 356 probability is 0.2914202809333801
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After iteration 393 probability is 0.3696308732032776
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After iteration 395 probability is 0.44373929500579834
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After iteration 397 probability is 0.42494475841522217
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After iteration 400 probability is 0.4675127863883972
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After iteration 406 probability is 0.42305636405944824
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After iteration 413 probability is 0.4813907742500305
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After iteration 440 probability is 0.5406861901283264
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After iteration 478 probability is 0.5959954261779785
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After iteration 482 probability is 0.5822964310646057
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After iteration 485 probability is 0.5822964310646057
After iteration 486 probability is 0.8129364252090454

New predicted class is  0
In [39]:
print("Recommended Changes for All Columns:\n")
for col in ordered_corr_feature.keys():
    if trial3[col][0]<trial_original[col][0]:
        print("Decrease {} by {} : {} ----> {}".format(col,(trial_original[col][0]-trial3[col][0]).round(4),trial_original[col][0].round(4),trial3[col][0].round(4)))
    elif trial3[col][0]>trial_original[col][0]:
        print("Increase {} by {} : {} ----> {}".format(col,(trial3[col][0]-trial_original[col][0]).round(4),trial_original[col][0].round(4),trial3[col][0].round(4)))
Recommended Changes for All Columns:

Increase X24 by 1.7496 : -0.0613 ----> 1.6883
Increase X5 by 1.701 : -21.1645 ----> -19.4635
Decrease X9 by 1.6524 : 1.7463 ----> 0.0939
Decrease X20 by 1.6038 : 8.7271 ----> 7.1233
Increase X37 by 1.5552 : 5.7568 ----> 7.312
Increase X45 by 1.5066 : -2.6199 ----> -1.1133
Decrease X61 by 1.458 : 11.6132 ----> 10.1552
Increase X33 by 1.4094 : 5.8286 ----> 7.238
Increase X60 by 1.3608 : 42.7095 ----> 44.0703
Decrease X58 by 1.3122 : 0.8845 ----> -0.4277
Decrease X43 by 1.2636 : 53.2617 ----> 51.9981
Decrease X15 by 1.215 : -1434.4087 ----> -1435.6237
Increase X13 by 1.1664 : -0.0586 ----> 1.1078
Increase X55 by 1.1178 : -63.0291 ----> -61.9113
Increase X21 by 1.0692 : 1.008 ----> 2.0772
Decrease X30 by 1.0206 : 0.216 ----> -0.8046
Increase X8 by 0.972 : 1.7028 ----> 2.6748
Decrease X59 by 0.9234 : 0.1029 ----> -0.8205
Increase X27 by 0.8748 : -6.0297 ----> -5.1549
Decrease X2 by 0.8262 : 0.4036 ----> -0.4226
Decrease X36 by 0.7776 : 1.8724 ----> 1.0948
Increase X34 by 0.729 : 5.265 ----> 5.994
Increase X57 by 0.6804 : -0.197 ----> 0.4834
Increase X44 by 0.6318 : 44.5344 ----> 45.1662
Increase X29 by 0.5832 : 3.1925 ----> 3.7757
Increase X3 by 0.5346 : -0.0703 ----> 0.4643
Increase X12 by 0.486 : -0.2856 ----> 0.2004
Increase X6 by 0.4374 : 0.0 ----> 0.4374
Increase X1 by 0.3402 : -0.1021 ----> 0.2381
Decrease X32 by 0.2916 : 77.5366 ----> 77.245
Increase X56 by 0.243 : 0.054 ----> 0.297
Increase X28 by 0.1944 : -0.0762 ----> 0.1182
Increase X4 by 0.1458 : 0.7457 ----> 0.8915
Increase X41 by 0.0972 : -0.0972 ----> 0.0
Increase X10 by 0.0486 : 0.5968 ----> 0.6454
In [40]:
#Using Specific Columns

specific = dict(list(ordered_corr_feature.items())[:20])

prob = {
    'Iterations':[],
    'Probability':[]   
       }

i = 0
print("Initial probability :",xgb.predict_proba(trial4)[0][0])
while(xgb.predict_proba(trial4)[0][0]<=0.73):
    for col,weight in specific.items():
        if col in pos_all:
            trial4[col].values[0] -= 0.01*weight
        elif col in neg_all:
            trial4[col].values[0] += 0.01*weight   
    i = i+1
    prob['Iterations'].append(i)
    prob['Probability'].append(xgb.predict_proba(trial4)[0][0])
    print("After iteration {} probability is {}".format(i,xgb.predict_proba(trial4)[0][0]))

print("\nNew predicted class is ",xgb.predict(trial4)[0])

specific_with_weight = pd.DataFrame(prob)
Initial probability : 0.0002232194
After iteration 1 probability is 0.0002232193946838379
After iteration 2 probability is 0.0002232193946838379
After iteration 3 probability is 0.0002232193946838379
After iteration 4 probability is 0.00022214651107788086
After iteration 5 probability is 0.00022214651107788086
After iteration 6 probability is 0.00022214651107788086
After iteration 7 probability is 0.00022214651107788086
After iteration 8 probability is 0.00029712915420532227
After iteration 9 probability is 0.00029712915420532227
After iteration 10 probability is 0.00031113624572753906
After iteration 11 probability is 0.00031113624572753906
After iteration 12 probability is 0.00031113624572753906
After iteration 13 probability is 0.00031113624572753906
After iteration 14 probability is 0.00031113624572753906
After iteration 15 probability is 0.00031113624572753906
After iteration 16 probability is 0.00024694204330444336
After iteration 17 probability is 0.00024694204330444336
After iteration 18 probability is 0.00020843744277954102
After iteration 19 probability is 0.00026875734329223633
After iteration 20 probability is 0.00026875734329223633
After iteration 21 probability is 0.0003355741500854492
After iteration 22 probability is 0.00045174360275268555
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After iteration 39 probability is 0.00043398141860961914
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After iteration 52 probability is 0.0009402632713317871
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After iteration 70 probability is 0.0037235617637634277
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After iteration 100 probability is 0.0038915276527404785
After iteration 101 probability is 0.0031921863555908203
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After iteration 111 probability is 0.0032709836959838867
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After iteration 1483 probability is 0.4033697843551636
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After iteration 1508 probability is 0.3762722611427307
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After iteration 1690 probability is 0.5096012353897095
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After iteration 1706 probability is 0.4849761128425598
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After iteration 1758 probability is 0.39062875509262085
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After iteration 1867 probability is 0.37697887420654297
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After iteration 2001 probability is 0.45855700969696045
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After iteration 2005 probability is 0.45855700969696045
After iteration 2006 probability is 0.45855700969696045
After iteration 2007 probability is 0.45855700969696045
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After iteration 2009 probability is 0.45855700969696045
After iteration 2010 probability is 0.45855700969696045
After iteration 2011 probability is 0.45855700969696045
After iteration 2012 probability is 0.45855700969696045
After iteration 2013 probability is 0.45855700969696045
After iteration 2014 probability is 0.45855700969696045
After iteration 2015 probability is 0.45855700969696045
After iteration 2016 probability is 0.45855700969696045
After iteration 2017 probability is 0.45855700969696045
After iteration 2018 probability is 0.45855700969696045
After iteration 2019 probability is 0.45855700969696045
After iteration 2020 probability is 0.45855700969696045
After iteration 2021 probability is 0.45855700969696045
After iteration 2022 probability is 0.45855700969696045
After iteration 2023 probability is 0.45855700969696045
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After iteration 2025 probability is 0.45855700969696045
After iteration 2026 probability is 0.45855700969696045
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After iteration 2028 probability is 0.45855700969696045
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After iteration 2030 probability is 0.45855700969696045
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After iteration 2064 probability is 0.45855700969696045
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After iteration 2067 probability is 0.39306050539016724
After iteration 2068 probability is 0.39306050539016724
After iteration 2069 probability is 0.39306050539016724
After iteration 2070 probability is 0.39306050539016724
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After iteration 2073 probability is 0.39306050539016724
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After iteration 2084 probability is 0.39306050539016724
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After iteration 2112 probability is 0.39306050539016724
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After iteration 2124 probability is 0.4086475968360901
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New predicted class is  0
In [41]:
imp_col_list = ['X5','X9','X13','X15','X20','X24','X29','X33','X34','X37','X43','X45','X58','X60','X61']
print("Recommended Changes for Specific Columns:\n")
for col in specific.keys():
    if trial4[col][0]<trial_original[col][0]:
        print("Decrease {} by {} : {} ----> {}".format(col,(trial_original[col][0]-trial4[col][0]).round(4),trial_original[col][0].round(4),trial4[col][0].round(4)))
    elif trial4[col][0]>trial_original[col][0]:
        print("Increase {} by {} : {} ----> {}".format(col,(trial4[col][0]-trial_original[col][0]).round(4),trial_original[col][0].round(4),trial4[col][0].round(4)))
Recommended Changes for Specific Columns:

Increase X24 by 8.9388 : -0.0613 ----> 8.8775
Increase X5 by 8.6905 : -21.1645 ----> -12.474
Decrease X9 by 8.4422 : 1.7463 ----> -6.6959
Decrease X20 by 8.1939 : 8.7271 ----> 0.5332
Increase X37 by 7.9456 : 5.7568 ----> 13.7024
Increase X45 by 7.6973 : -2.6199 ----> 5.0774
Decrease X61 by 7.449 : 11.6132 ----> 4.1642
Increase X33 by 7.2007 : 5.8286 ----> 13.0293
Increase X60 by 6.9524 : 42.7095 ----> 49.6619
Decrease X58 by 6.7041 : 0.8845 ----> -5.8196
Decrease X43 by 6.4558 : 53.2617 ----> 46.8059
Decrease X15 by 6.2075 : -1434.4087 ----> -1440.6162
Increase X13 by 5.9592 : -0.0586 ----> 5.9006
Increase X55 by 5.7109 : -63.0291 ----> -57.3182
Increase X21 by 5.4626 : 1.008 ----> 6.4706
Decrease X30 by 5.2143 : 0.216 ----> -4.9983
Increase X8 by 4.966 : 1.7028 ----> 6.6688
Decrease X59 by 4.7177 : 0.1029 ----> -4.6148
Increase X27 by 4.4694 : -6.0297 ----> -1.5603
Decrease X2 by 4.2211 : 0.4036 ----> -3.8175
In [42]:
l = [specific_with_weight,all_with_weight]
title = ['For Specific Columns', 'For All Columns']

for i in range(2):
    plt.figure(figsize = (10,5))
    l[i].Probability.plot()
    plt.title(title[i],fontsize = 15,fontweight = 'bold')
    plt.xlabel("Iterations")
    plt.ylabel("Prediction Probability")
    plt.show()
    print("--------------------------------------------------------")
--------------------------------------------------------
--------------------------------------------------------
In [43]:
b1 = df_1[df_1['Y']==1].reset_index()
b1.drop(['index','Y'],axis = 1,inplace = True)

b2 = df_2[df_2['Y']==1].reset_index()
b2.drop(['index','Y'],axis = 1,inplace = True)

b3 = df_3[df_3['Y']==1].reset_index()
b3.drop(['index','Y'],axis = 1,inplace = True)

b4 = df_4[df_4['Y']==1].reset_index()
b4.drop(['index','Y'],axis = 1,inplace = True)

b5 = df_5[df_5['Y']==1].reset_index()
b5.drop(['index','Y'],axis = 1,inplace = True)

b_list = [b1,b2,b3,b4,b5]

for i in range(5):
    year = []
    for r in range(len(b_list[i])):
        year.append(5-i)
        
    b_list[i]['Year'] = year

final_b = pd.concat([b1,b2,b3,b4,b5]).reset_index()
final_b.drop(['index'],axis = 1,inplace = True)
final_b.head()
Out[43]:
X1 X2 X3 X4 X5 X6 X8 X9 X10 X12 X13 X15 X20 X21 X24 X27 X28 X29 X30 X32 X33 X34 X36 X37 X41 X43 X44 X45 X55 X56 X57 X58 X59 X60 X61 X64 Year
0 0.030372 0.87446 0.081671 1.09500 -76.581 0.000000 0.14357 1.96770 0.12554 0.044795 0.027926 5808.70 90.394 1.253767 0.038522 -7.51200 1.399700 3.9068 0.43801 159.77 2.3207 2.2822 2.0370 104.09000 -7.140300 169.480 79.083 0.062327 659.00 0.001575 0.241920 0.97971 0.034768 4.0379 4.6154 33.7230 5
1 0.032686 0.82775 0.020096 1.05040 -41.614 0.000000 0.20809 1.05460 0.17225 0.103510 0.054673 5240.00 38.788 1.137233 0.041231 3.34260 0.034556 4.4577 0.77163 143.82 2.5539 1.2290 1.0714 1.25650 0.465570 131.770 92.980 0.291660 576.55 0.041392 0.189770 0.96152 1.415700 9.4101 3.9256 1.8134 5
2 0.075803 0.76057 -0.199050 0.51163 -57.769 0.000000 0.31476 1.65730 0.23940 0.219640 0.054016 3101.00 10.247 0.999313 0.089522 4.33400 -0.251510 4.5686 0.45638 117.96 3.8397 2.0577 1.6783 0.56578 0.246790 43.779 33.532 1.629100 -7371.00 0.239020 0.316640 0.78417 1.196100 35.6190 10.8850 2.0941 5
3 0.009294 0.78609 0.078110 1.14330 -90.070 -0.017461 0.27211 0.99192 0.21391 0.020144 0.020257 14280.00 117.330 1.172367 0.010984 0.15579 0.207390 5.1955 0.71237 204.63 1.8074 1.2537 1.1054 1.41430 0.979610 198.830 81.501 0.029150 12253.00 0.019492 0.043451 0.89153 1.006600 3.1110 4.4785 2.6336 5
4 0.189570 0.58140 0.128860 1.22780 -24.097 0.000000 0.71951 3.61120 0.41832 0.424090 0.078400 749.55 33.273 1.161700 0.239900 7.52510 0.421860 3.5592 0.15863 61.89 5.9431 5.7823 3.6360 27.03100 0.064121 67.132 33.859 0.575870 467.00 0.076182 0.453170 0.92460 0.032309 10.9700 10.7800 11.8220 5
In [44]:
X_b = final_b.drop(['Year'],axis = 1)
y_b = final_b['Year']

X_b_train,X_b_test,y_b_train,y_b_test = train_test_split(X_b,y_b,test_size = 0.3,stratify = y_b)
In [45]:
rf_b = RandomForestClassifier()
rf_b.fit(X_b_train,y_b_train)
rf_b.score(X_b_test,y_b_test)
Out[45]:
0.9851381966470322
In [46]:
def print_class(t):
    print("Predicted Class :",xgb.predict(t)[0])
    print("Predicted No of Years in which company will go bankrupt :",rf_b.predict(t)[0])
    print("Probability of it belonging to 1 class :",xgb.predict_proba(t)[0][1])
    print("Probability of it belonging to 0 class :",xgb.predict_proba(t)[0][0])
In [47]:
def change(t):
    prob = {
        'Iterations':[],
        'Probability':[]   
           }

    i = 0
    print("Initial probability :",xgb.predict_proba(t)[0][0])
    while(xgb.predict_proba(t)[0][0]<=0.85):
        for col,weight in ordered_corr_feature.items():
            if col in pos_all:
                t[col].values[0] -= 0.01*weight
            elif col in neg_all:
                t[col].values[0] += 0.01*weight   
        i = i+1
        prob['Iterations'].append(i)
        prob['Probability'].append(xgb.predict_proba(t)[0][0])
        print("After iteration {} probability is {}".format(i,xgb.predict_proba(t)[0][0]))

    print("\nNew predicted class is ",xgb.predict(t)[0])

    all_with_weight  = pd.DataFrame(prob)
In [48]:
def recommended_changes(t,o):
    print("Recommended Changes :\n")
    for col in ordered_corr_feature.keys():
        if t[col][0]<o[col][0]:
            print("Decrease {} by {} : {} ----> {}".format(col,(o[col][0]-t[col][0]).round(4),o[col][0].round(4),t[col][0].round(4)))
        elif t[col][0]>o[col][0]:
            print("Increase {} by {} : {} ----> {}".format(col,(t[col][0]-o[col][0]).round(4),o[col][0].round(4),t[col][0].round(4)))
    
    ogi = rf_b.predict(o)[0]
    now = rf_b.predict(t)[0]
    print("\nBankrputcy will be prevented for {} years".format(now-ogi))
In [49]:
#index = 15293 in year 4, bankruptcy in 2 years

o= {
    'X1':[0.029813],'X2':[0.620549],'X3':[0.130729],'X4':[1.303918],'X5':[-37.421452],'X6':[-0.01797],
    'X8':[0.623882],'X9':[2.891835],'X10':[0.379451],'X12':[0.091447],'X13':[0.037973],'X15':[3014.936546],
    'X20':[55.713088],'X21':[1.071164],'X24':[0.066523],'X27':[24.178054],'X28':[0.328504],'X29':[3.922093],
    'X30':[0.289212],'X32':[84.293403],'X33':[5.4052],'X34':[4.406651],'X36':[2.945935],'X37':[3.094242],
    'X41':[0.297637],'X43':[94.432057],'X44':[38.717267],'X45':[0.10293],'X55':[1042.825087],'X56':[0.046503],
    'X57':[0.07895],'X58':[0.980456],'X59':[0.246519],'X60':[10.309207],'X61':[10.850316],'X64':[8.586723]
}

os = {
    'Y':[1.0]
}

original2 = pd.DataFrame(o)
ans2 = pd.DataFrame(os)

display(original2)
display(ans2)
X1 X2 X3 X4 X5 X6 X8 X9 X10 X12 X13 X15 X20 X21 X24 X27 X28 X29 X30 X32 X33 X34 X36 X37 X41 X43 X44 X45 X55 X56 X57 X58 X59 X60 X61 X64
0 0.029813 0.620549 0.130729 1.303918 -37.421452 -0.01797 0.623882 2.891835 0.379451 0.091447 0.037973 3014.936546 55.713088 1.071164 0.066523 24.178054 0.328504 3.922093 0.289212 84.293403 5.4052 4.406651 2.945935 3.094242 0.297637 94.432057 38.717267 0.10293 1042.825087 0.046503 0.07895 0.980456 0.246519 10.309207 10.850316 8.586723
Y
0 1.0
In [50]:
print_class(original2)
Predicted Class : 1
Predicted No of Years in which company will go bankrupt : 2
Probability of it belonging to 1 class : 0.8035066
Probability of it belonging to 0 class : 0.19649339
In [51]:
#index = 15293 in year 4, bankruptcy in 2 years

o= {
    'X1':[0.029813],'X2':[0.620549],'X3':[0.130729],'X4':[1.303918],'X5':[-37.421452],'X6':[-0.01797],
    'X8':[0.623882],'X9':[2.891835],'X10':[0.379451],'X12':[0.091447],'X13':[0.037973],'X15':[3014.936546],
    'X20':[55.713088],'X21':[1.071164],'X24':[0.066523],'X27':[24.178054],'X28':[0.328504],'X29':[3.922093],
    'X30':[0.289212],'X32':[84.293403],'X33':[5.4052],'X34':[4.406651],'X36':[2.945935],'X37':[3.094242],
    'X41':[0.297637],'X43':[94.432057],'X44':[38.717267],'X45':[0.10293],'X55':[1042.825087],'X56':[0.046503],
    'X57':[0.07895],'X58':[0.980456],'X59':[0.246519],'X60':[10.309207],'X61':[10.850316],'X64':[8.586723]
}

os = {
    'Y':[1.0]
}

trial2 = pd.DataFrame(o)
ans2 = pd.DataFrame(os)

display(trial2)
display(ans2)
X1 X2 X3 X4 X5 X6 X8 X9 X10 X12 X13 X15 X20 X21 X24 X27 X28 X29 X30 X32 X33 X34 X36 X37 X41 X43 X44 X45 X55 X56 X57 X58 X59 X60 X61 X64
0 0.029813 0.620549 0.130729 1.303918 -37.421452 -0.01797 0.623882 2.891835 0.379451 0.091447 0.037973 3014.936546 55.713088 1.071164 0.066523 24.178054 0.328504 3.922093 0.289212 84.293403 5.4052 4.406651 2.945935 3.094242 0.297637 94.432057 38.717267 0.10293 1042.825087 0.046503 0.07895 0.980456 0.246519 10.309207 10.850316 8.586723
Y
0 1.0
In [52]:
change(trial2)
Initial probability : 0.19649339
After iteration 1 probability is 0.17339712381362915
After iteration 2 probability is 0.06095850467681885
After iteration 3 probability is 0.0410577654838562
After iteration 4 probability is 0.0361141562461853
After iteration 5 probability is 0.03196185827255249
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After iteration 388 probability is 0.6391422152519226
After iteration 389 probability is 0.6391422152519226
After iteration 390 probability is 0.6391422152519226
After iteration 391 probability is 0.6391422152519226
After iteration 392 probability is 0.6391422152519226
After iteration 393 probability is 0.6391422152519226
After iteration 394 probability is 0.6391422152519226
After iteration 395 probability is 0.6391422152519226
After iteration 396 probability is 0.6391422152519226
After iteration 397 probability is 0.6391422152519226
After iteration 398 probability is 0.6391422152519226
After iteration 399 probability is 0.6391422152519226
After iteration 400 probability is 0.6391422152519226
After iteration 401 probability is 0.6391422152519226
After iteration 402 probability is 0.6391422152519226
After iteration 403 probability is 0.6391422152519226
After iteration 404 probability is 0.6391422152519226
After iteration 405 probability is 0.6391422152519226
After iteration 406 probability is 0.6391422152519226
After iteration 407 probability is 0.6391422152519226
After iteration 408 probability is 0.6391422152519226
After iteration 409 probability is 0.6391422152519226
After iteration 410 probability is 0.653333306312561
After iteration 411 probability is 0.653333306312561
After iteration 412 probability is 0.8002331256866455
After iteration 413 probability is 0.8002331256866455
After iteration 414 probability is 0.8002331256866455
After iteration 415 probability is 0.8002331256866455
After iteration 416 probability is 0.8002331256866455
After iteration 417 probability is 0.8002331256866455
After iteration 418 probability is 0.8002331256866455
After iteration 419 probability is 0.8002331256866455
After iteration 420 probability is 0.8002331256866455
After iteration 421 probability is 0.8002331256866455
After iteration 422 probability is 0.8002331256866455
After iteration 423 probability is 0.8002331256866455
After iteration 424 probability is 0.8002331256866455
After iteration 425 probability is 0.8002331256866455
After iteration 426 probability is 0.8002331256866455
After iteration 427 probability is 0.8002331256866455
After iteration 428 probability is 0.8002331256866455
After iteration 429 probability is 0.8002331256866455
After iteration 430 probability is 0.8002331256866455
After iteration 431 probability is 0.8002331256866455
After iteration 432 probability is 0.8002331256866455
After iteration 433 probability is 0.8002331256866455
After iteration 434 probability is 0.8002331256866455
After iteration 435 probability is 0.8002331256866455
After iteration 436 probability is 0.8002331256866455
After iteration 437 probability is 0.8002331256866455
After iteration 438 probability is 0.8002331256866455
After iteration 439 probability is 0.8002331256866455
After iteration 440 probability is 0.8002331256866455
After iteration 441 probability is 0.8002331256866455
After iteration 442 probability is 0.8002331256866455
After iteration 443 probability is 0.8002331256866455
After iteration 444 probability is 0.8002331256866455
After iteration 445 probability is 0.8002331256866455
After iteration 446 probability is 0.8002331256866455
After iteration 447 probability is 0.8002331256866455
After iteration 448 probability is 0.8002331256866455
After iteration 449 probability is 0.8002331256866455
After iteration 450 probability is 0.8002331256866455
After iteration 451 probability is 0.8002331256866455
After iteration 452 probability is 0.769716203212738
After iteration 453 probability is 0.769716203212738
After iteration 454 probability is 0.769716203212738
After iteration 455 probability is 0.769716203212738
After iteration 456 probability is 0.8349217772483826
After iteration 457 probability is 0.8770322203636169

New predicted class is  0
In [53]:
recommended_changes(trial2,original2)
Recommended Changes :

Increase X24 by 1.6452 : 0.0665 ----> 1.7117
Increase X5 by 1.5995 : -37.4215 ----> -35.822
Decrease X9 by 1.5538 : 2.8918 ----> 1.338
Decrease X20 by 1.5081 : 55.7131 ----> 54.205
Increase X37 by 1.4624 : 3.0942 ----> 4.5566
Increase X45 by 1.4167 : 0.1029 ----> 1.5196
Decrease X61 by 1.371 : 10.8503 ----> 9.4793
Increase X33 by 1.3253 : 5.4052 ----> 6.7305
Increase X60 by 1.2796 : 10.3092 ----> 11.5888
Decrease X58 by 1.2339 : 0.9805 ----> -0.2534
Decrease X43 by 1.1882 : 94.4321 ----> 93.2439
Decrease X15 by 1.1425 : 3014.9365 ----> 3013.794
Increase X13 by 1.0968 : 0.038 ----> 1.1348
Increase X55 by 1.0511 : 1042.8251 ----> 1043.8762
Increase X21 by 1.0054 : 1.0712 ----> 2.0766
Decrease X30 by 0.9597 : 0.2892 ----> -0.6705
Increase X8 by 0.914 : 0.6239 ----> 1.5379
Decrease X59 by 0.8683 : 0.2465 ----> -0.6218
Increase X27 by 0.8226 : 24.1781 ----> 25.0007
Decrease X2 by 0.7769 : 0.6205 ----> -0.1564
Decrease X36 by 0.7312 : 2.9459 ----> 2.2147
Increase X34 by 0.6855 : 4.4067 ----> 5.0922
Increase X57 by 0.6398 : 0.079 ----> 0.7187
Increase X44 by 0.5941 : 38.7173 ----> 39.3114
Increase X29 by 0.5484 : 3.9221 ----> 4.4705
Increase X3 by 0.5027 : 0.1307 ----> 0.6334
Increase X12 by 0.457 : 0.0914 ----> 0.5484
Increase X6 by 0.4113 : -0.018 ----> 0.3933
Increase X1 by 0.3199 : 0.0298 ----> 0.3497
Decrease X32 by 0.2742 : 84.2934 ----> 84.0192
Increase X56 by 0.2285 : 0.0465 ----> 0.275
Increase X28 by 0.1828 : 0.3285 ----> 0.5113
Increase X4 by 0.1371 : 1.3039 ----> 1.441
Increase X41 by 0.0914 : 0.2976 ----> 0.389
Increase X10 by 0.0457 : 0.3795 ----> 0.4252

Bankrputcy will be prevented for 2 years
In [54]:
#index = 8442 in year 5, bankruptcy in 1 year

o= {
    'X1':[-0.064781],'X2':[0.868238],'X3':[0.377035],'X4':[2.030202],'X5':[-78.072744],'X6':[-0.154882],
    'X8':[0.161149],'X9':[1.095834],'X10':[0.131801],'X12':[-0.17711],'X13':[-0.058658],'X15':[-4294.594801],
    'X20':[205.847482],'X21':[1.1074],'X24':[-0.04189],'X27':[-0.480109],'X28':[1.46844],'X29':[3.900828],
    'X30':[0.790543],'X32':[134.523499],'X33':[3.078083],'X34':[1.307089],'X36':[1.106799],'X37':[0.374988],
    'X41':[-1.457761],'X43':[246.146521],'X44':[40.197123],'X45':[-0.104939],'X55':[3000.898689],'X56':[0.093011],
    'X57':[-0.515013],'X58':[0.902529],'X59':[4.046054],'X60':[1.773161],'X61':[9.085926],'X64':[4.269355]
}

os = {
    'Y':[1.0]
}

original3 = pd.DataFrame(o)
ans3 = pd.DataFrame(os)

display(original3)
display(ans2)
X1 X2 X3 X4 X5 X6 X8 X9 X10 X12 X13 X15 X20 X21 X24 X27 X28 X29 X30 X32 X33 X34 X36 X37 X41 X43 X44 X45 X55 X56 X57 X58 X59 X60 X61 X64
0 -0.064781 0.868238 0.377035 2.030202 -78.072744 -0.154882 0.161149 1.095834 0.131801 -0.17711 -0.058658 -4294.594801 205.847482 1.1074 -0.04189 -0.480109 1.46844 3.900828 0.790543 134.523499 3.078083 1.307089 1.106799 0.374988 -1.457761 246.146521 40.197123 -0.104939 3000.898689 0.093011 -0.515013 0.902529 4.046054 1.773161 9.085926 4.269355
Y
0 1.0
In [55]:
#index = 8442 in year 5, bankruptcy in 1 year

o= {
    'X1':[-0.064781],'X2':[0.868238],'X3':[0.377035],'X4':[2.030202],'X5':[-78.072744],'X6':[-0.154882],
    'X8':[0.161149],'X9':[1.095834],'X10':[0.131801],'X12':[-0.17711],'X13':[-0.058658],'X15':[-4294.594801],
    'X20':[205.847482],'X21':[1.1074],'X24':[-0.04189],'X27':[-0.480109],'X28':[1.46844],'X29':[3.900828],
    'X30':[0.790543],'X32':[134.523499],'X33':[3.078083],'X34':[1.307089],'X36':[1.106799],'X37':[0.374988],
    'X41':[-1.457761],'X43':[246.146521],'X44':[40.197123],'X45':[-0.104939],'X55':[3000.898689],'X56':[0.093011],
    'X57':[-0.515013],'X58':[0.902529],'X59':[4.046054],'X60':[1.773161],'X61':[9.085926],'X64':[4.269355]
}

os = {
    'Y':[1.0]
}

trial3 = pd.DataFrame(o)
ans3 = pd.DataFrame(os)

display(trial3)
display(ans2)
X1 X2 X3 X4 X5 X6 X8 X9 X10 X12 X13 X15 X20 X21 X24 X27 X28 X29 X30 X32 X33 X34 X36 X37 X41 X43 X44 X45 X55 X56 X57 X58 X59 X60 X61 X64
0 -0.064781 0.868238 0.377035 2.030202 -78.072744 -0.154882 0.161149 1.095834 0.131801 -0.17711 -0.058658 -4294.594801 205.847482 1.1074 -0.04189 -0.480109 1.46844 3.900828 0.790543 134.523499 3.078083 1.307089 1.106799 0.374988 -1.457761 246.146521 40.197123 -0.104939 3000.898689 0.093011 -0.515013 0.902529 4.046054 1.773161 9.085926 4.269355
Y
0 1.0
In [56]:
print_class(original3)
Predicted Class : 1
Predicted No of Years in which company will go bankrupt : 1
Probability of it belonging to 1 class : 0.99536693
Probability of it belonging to 0 class : 0.004633069
In [57]:
change(trial3)
Initial probability : 0.004633069
After iteration 1 probability is 0.004663527011871338
After iteration 2 probability is 0.004663527011871338
After iteration 3 probability is 0.004663527011871338
After iteration 4 probability is 0.004663527011871338
After iteration 5 probability is 0.005418956279754639
After iteration 6 probability is 0.00465315580368042
After iteration 7 probability is 0.00465315580368042
After iteration 8 probability is 0.00465315580368042
After iteration 9 probability is 0.004464268684387207
After iteration 10 probability is 0.004464268684387207
After iteration 11 probability is 0.004464268684387207
After iteration 12 probability is 0.004464268684387207
After iteration 13 probability is 0.005296051502227783
After iteration 14 probability is 0.005296051502227783
After iteration 15 probability is 0.0046135783195495605
After iteration 16 probability is 0.0046135783195495605
After iteration 17 probability is 0.005089104175567627
After iteration 18 probability is 0.005089104175567627
After iteration 19 probability is 0.005089104175567627
After iteration 20 probability is 0.005089104175567627
After iteration 21 probability is 0.005803346633911133
After iteration 22 probability is 0.005803346633911133
After iteration 23 probability is 0.016418814659118652
After iteration 24 probability is 0.012962698936462402
After iteration 25 probability is 0.012962698936462402
After iteration 26 probability is 0.012962698936462402
After iteration 27 probability is 0.01323556900024414
After iteration 28 probability is 0.01323556900024414
After iteration 29 probability is 0.01323556900024414
After iteration 30 probability is 0.01323556900024414
After iteration 31 probability is 0.01323556900024414
After iteration 32 probability is 0.01323556900024414
After iteration 33 probability is 0.01323556900024414
After iteration 34 probability is 0.01323556900024414
After iteration 35 probability is 0.01323556900024414
After iteration 36 probability is 0.013002395629882812
After iteration 37 probability is 0.013002395629882812
After iteration 38 probability is 0.019425511360168457
After iteration 39 probability is 0.019425511360168457
After iteration 40 probability is 0.019425511360168457
After iteration 41 probability is 0.017122924327850342
After iteration 42 probability is 0.021792590618133545
After iteration 43 probability is 0.021792590618133545
After iteration 44 probability is 0.023479580879211426
After iteration 45 probability is 0.023479580879211426
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After iteration 47 probability is 0.023479580879211426
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After iteration 50 probability is 0.023479580879211426
After iteration 51 probability is 0.023479580879211426
After iteration 52 probability is 0.01705765724182129
After iteration 53 probability is 0.01705765724182129
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After iteration 55 probability is 0.019322752952575684
After iteration 56 probability is 0.027189433574676514
After iteration 57 probability is 0.027189433574676514
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After iteration 59 probability is 0.025125741958618164
After iteration 60 probability is 0.02382451295852661
After iteration 61 probability is 0.02382451295852661
After iteration 62 probability is 0.020749688148498535
After iteration 63 probability is 0.02580183744430542
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After iteration 65 probability is 0.02580183744430542
After iteration 66 probability is 0.03523671627044678
After iteration 67 probability is 0.04519385099411011
After iteration 68 probability is 0.06671679019927979
After iteration 69 probability is 0.06671679019927979
After iteration 70 probability is 0.06362646818161011
After iteration 71 probability is 0.06362646818161011
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After iteration 73 probability is 0.06362646818161011
After iteration 74 probability is 0.06362646818161011
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After iteration 76 probability is 0.06006264686584473
After iteration 77 probability is 0.06006264686584473
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After iteration 79 probability is 0.06006264686584473
After iteration 80 probability is 0.06006264686584473
After iteration 81 probability is 0.06006264686584473
After iteration 82 probability is 0.06006264686584473
After iteration 83 probability is 0.05710327625274658
After iteration 84 probability is 0.05710327625274658
After iteration 85 probability is 0.05710327625274658
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After iteration 87 probability is 0.05710327625274658
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After iteration 90 probability is 0.05710327625274658
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After iteration 93 probability is 0.06679785251617432
After iteration 94 probability is 0.06679785251617432
After iteration 95 probability is 0.06679785251617432
After iteration 96 probability is 0.06679785251617432
After iteration 97 probability is 0.06679785251617432
After iteration 98 probability is 0.06187182664871216
After iteration 99 probability is 0.06187182664871216
After iteration 100 probability is 0.05225163698196411
After iteration 101 probability is 0.06554615497589111
After iteration 102 probability is 0.06554615497589111
After iteration 103 probability is 0.06554615497589111
After iteration 104 probability is 0.06554615497589111
After iteration 105 probability is 0.0663190484046936
After iteration 106 probability is 0.0663190484046936
After iteration 107 probability is 0.05811721086502075
After iteration 108 probability is 0.05811721086502075
After iteration 109 probability is 0.05811721086502075
After iteration 110 probability is 0.05811721086502075
After iteration 111 probability is 0.05811721086502075
After iteration 112 probability is 0.056852877140045166
After iteration 113 probability is 0.056852877140045166
After iteration 114 probability is 0.056852877140045166
After iteration 115 probability is 0.056852877140045166
After iteration 116 probability is 0.056852877140045166
After iteration 117 probability is 0.056852877140045166
After iteration 118 probability is 0.056852877140045166
After iteration 119 probability is 0.056852877140045166
After iteration 120 probability is 0.10516166687011719
After iteration 121 probability is 0.10516166687011719
After iteration 122 probability is 0.10516166687011719
After iteration 123 probability is 0.10320079326629639
After iteration 124 probability is 0.10320079326629639
After iteration 125 probability is 0.16709572076797485
After iteration 126 probability is 0.16709572076797485
After iteration 127 probability is 0.16709572076797485
After iteration 128 probability is 0.16709572076797485
After iteration 129 probability is 0.16709572076797485
After iteration 130 probability is 0.16709572076797485
After iteration 131 probability is 0.13052833080291748
After iteration 132 probability is 0.13052833080291748
After iteration 133 probability is 0.22561496496200562
After iteration 134 probability is 0.22561496496200562
After iteration 135 probability is 0.22561496496200562
After iteration 136 probability is 0.25152355432510376
After iteration 137 probability is 0.25152355432510376
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After iteration 139 probability is 0.25152355432510376
After iteration 140 probability is 0.25152355432510376
After iteration 141 probability is 0.25152355432510376
After iteration 142 probability is 0.25152355432510376
After iteration 143 probability is 0.25152355432510376
After iteration 144 probability is 0.15416795015335083
After iteration 145 probability is 0.15416795015335083
After iteration 146 probability is 0.15416795015335083
After iteration 147 probability is 0.15416795015335083
After iteration 148 probability is 0.15416795015335083
After iteration 149 probability is 0.15416795015335083
After iteration 150 probability is 0.15416795015335083
After iteration 151 probability is 0.15416795015335083
After iteration 152 probability is 0.15416795015335083
After iteration 153 probability is 0.15416795015335083
After iteration 154 probability is 0.15416795015335083
After iteration 155 probability is 0.15416795015335083
After iteration 156 probability is 0.17709791660308838
After iteration 157 probability is 0.17709791660308838
After iteration 158 probability is 0.17709791660308838
After iteration 159 probability is 0.17709791660308838
After iteration 160 probability is 0.17709791660308838
After iteration 161 probability is 0.22412419319152832
After iteration 162 probability is 0.22412419319152832
After iteration 163 probability is 0.22412419319152832
After iteration 164 probability is 0.2408391237258911
After iteration 165 probability is 0.36123377084732056
After iteration 166 probability is 0.5506731271743774
After iteration 167 probability is 0.47275739908218384
After iteration 168 probability is 0.45784902572631836
After iteration 169 probability is 0.397053062915802
After iteration 170 probability is 0.44450175762176514
After iteration 171 probability is 0.44450175762176514
After iteration 172 probability is 0.4894157648086548
After iteration 173 probability is 0.7224916219711304
After iteration 174 probability is 0.7442952394485474
After iteration 175 probability is 0.7376128435134888
After iteration 176 probability is 0.7312698364257812
After iteration 177 probability is 0.7312698364257812
After iteration 178 probability is 0.7763397693634033
After iteration 179 probability is 0.8096346259117126
After iteration 180 probability is 0.8096346259117126
After iteration 181 probability is 0.8096346259117126
After iteration 182 probability is 0.8096346259117126
After iteration 183 probability is 0.8096346259117126
After iteration 184 probability is 0.796862781047821
After iteration 185 probability is 0.7462730407714844
After iteration 186 probability is 0.7462730407714844
After iteration 187 probability is 0.7462730407714844
After iteration 188 probability is 0.7462730407714844
After iteration 189 probability is 0.7462730407714844
After iteration 190 probability is 0.7462730407714844
After iteration 191 probability is 0.7462730407714844
After iteration 192 probability is 0.7462730407714844
After iteration 193 probability is 0.7462730407714844
After iteration 194 probability is 0.7462730407714844
After iteration 195 probability is 0.7462730407714844
After iteration 196 probability is 0.7462730407714844
After iteration 197 probability is 0.7462730407714844
After iteration 198 probability is 0.7669545412063599
After iteration 199 probability is 0.7669545412063599
After iteration 200 probability is 0.7669545412063599
After iteration 201 probability is 0.7669545412063599
After iteration 202 probability is 0.7669545412063599
After iteration 203 probability is 0.7669545412063599
After iteration 204 probability is 0.7669545412063599
After iteration 205 probability is 0.7669545412063599
After iteration 206 probability is 0.7669545412063599
After iteration 207 probability is 0.7669545412063599
After iteration 208 probability is 0.7816798686981201
After iteration 209 probability is 0.7816798686981201
After iteration 210 probability is 0.811842679977417
After iteration 211 probability is 0.8209209442138672
After iteration 212 probability is 0.8209209442138672
After iteration 213 probability is 0.8209209442138672
After iteration 214 probability is 0.8161531090736389
After iteration 215 probability is 0.8161531090736389
After iteration 216 probability is 0.8161531090736389
After iteration 217 probability is 0.8161531090736389
After iteration 218 probability is 0.8161531090736389
After iteration 219 probability is 0.8917586207389832

New predicted class is  0
In [58]:
recommended_changes(trial3,original3)
Recommended Changes :

Increase X24 by 0.7884 : -0.0419 ----> 0.7465
Increase X5 by 0.7665 : -78.0727 ----> -77.3062
Decrease X9 by 0.7446 : 1.0958 ----> 0.3512
Decrease X20 by 0.7227 : 205.8475 ----> 205.1248
Increase X37 by 0.7008 : 0.375 ----> 1.0758
Increase X45 by 0.6789 : -0.1049 ----> 0.574
Decrease X61 by 0.657 : 9.0859 ----> 8.4289
Increase X33 by 0.6351 : 3.0781 ----> 3.7132
Increase X60 by 0.6132 : 1.7732 ----> 2.3864
Decrease X58 by 0.5913 : 0.9025 ----> 0.3112
Decrease X43 by 0.5694 : 246.1465 ----> 245.5771
Decrease X15 by 0.5475 : -4294.5948 ----> -4295.1423
Increase X13 by 0.5256 : -0.0587 ----> 0.4669
Increase X55 by 0.5037 : 3000.8987 ----> 3001.4024
Increase X21 by 0.4818 : 1.1074 ----> 1.5892
Decrease X30 by 0.4599 : 0.7905 ----> 0.3306
Increase X8 by 0.438 : 0.1611 ----> 0.5991
Decrease X59 by 0.4161 : 4.0461 ----> 3.63
Increase X27 by 0.3942 : -0.4801 ----> -0.0859
Decrease X2 by 0.3723 : 0.8682 ----> 0.4959
Decrease X36 by 0.3504 : 1.1068 ----> 0.7564
Increase X34 by 0.3285 : 1.3071 ----> 1.6356
Increase X57 by 0.3066 : -0.515 ----> -0.2084
Increase X44 by 0.2847 : 40.1971 ----> 40.4818
Increase X29 by 0.2628 : 3.9008 ----> 4.1636
Increase X3 by 0.2409 : 0.377 ----> 0.6179
Increase X12 by 0.219 : -0.1771 ----> 0.0419
Increase X6 by 0.1971 : -0.1549 ----> 0.0422
Increase X1 by 0.1533 : -0.0648 ----> 0.0885
Decrease X32 by 0.1314 : 134.5235 ----> 134.3921
Increase X56 by 0.1095 : 0.093 ----> 0.2025
Increase X28 by 0.0876 : 1.4684 ----> 1.556
Increase X4 by 0.0657 : 2.0302 ----> 2.0959
Increase X41 by 0.0438 : -1.4578 ----> -1.414
Increase X10 by 0.0219 : 0.1318 ----> 0.1537

Bankrputcy will be prevented for 2 years